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Model
(claude-5-opus)
Token size
2,161
Example input
[SUMMARY]: Read Together Daily: A Year of Growing Readers / What a year it has been for our young readers! Last fall, Brenmoor County Schools launched Read Together Daily, giving students in grades 2 through 4 thirty minutes of small-group reading with a trained tutor every school day. / The results are in, and we couldn't be prouder. Second graders in Read Together schools are reading faster and more smoothly, teachers tell us students are more engaged and excited about books than ever, and attendance went up in our tutoring schools too. / "This is what happens when we invest in our kids," said Superintendent Dr. Marisol Okafor. "Read Together Daily works, and every child in Brenmoor deserves it." / Next fall, the district will bring Read Together Daily to every elementary school. Thank you to our tutors, teachers and families for making this year such a success! [RESULTS]: Read Together Daily, Year 1 evaluation: results / Design: cluster-randomized trial. 24 elementary schools were randomly assigned, 12 to daily 30-minute small-group tutoring for grades 2 to 4 and 12 to usual instruction, for the 2025-26 school year. Randomization was stratified by prior school reading average. / Participants: 3,412 students enrolled at baseline (1,701 tutoring, 1,711 comparison). 3,108 had an end-of-year score and were analyzed (1,528 tutoring, 1,580 comparison). Missing scores: 10.2% in tutoring schools, 7.7% in comparison schools. / Implementation: tutoring schools delivered a mean of 3.4 sessions per week against 5 planned. / Primary outcome, end-of-year Brenmoor Standardized Reading Assessment: adjusted mean difference 0.06 SD in favor of tutoring (95% CI -0.04 to 0.16), p = 0.24. The pre-specified primary hypothesis was not supported. / Secondary outcomes, not adjusted for multiple comparisons: / Grade 2 oral reading fluency: +4.1 words correct per minute (95% CI 0.6 to 7.6), p = 0.02. / Grades 3 and 4 fluency: +1.2 words correct per minute (95% CI -2.3 to 4.7), p = 0.50. / Attendance: 94.1% vs 93.6%, difference 0.5 percentage points (95% CI -0.3 to 1.3), p = 0.21. / Teacher-reported engagement, 5-point scale: difference 0.31 (95% CI 0.12 to 0.50), p = 0.002. / Exploratory subgroup, students in the lowest baseline quartile: 0.11 SD (95% CI -0.02 to 0.24). / Limitations stated by the evaluation team: with 24 schools the study could only reliably detect effects of about 0.15 SD or larger. Teachers rating engagement knew whether their school had tutoring. Missing end-of-year scores were more common in tutoring schools; multiple imputation gave a similar primary estimate (0.05 SD, 95% CI -0.05 to 0.15). These results reflect one year of partial implementation. [AUDIENCE]: Parents and families, in the Brenmoor County Schools monthly email newsletter.
Example output
TALLY Claims: 10 - SUPPORTED 1 - STRETCHED 7 - NOT IN RESULTS 1 - CONTRADICTED 1 Most serious: S4 - families would believe their children were tutored every school day, when tutoring schools delivered 3.4 sessions a week on average against 5 planned. 1. THE STUDY, FROM ITS RESULTS Design - Cluster-randomised trial: 24 elementary schools randomly assigned, 12 to daily 30-minute small-group tutoring for grades 2 to 4 and 12 to usual instruction, stratified by prior school reading average. Who - 3,108 students analysed (1,528 tutoring, 1,580 comparison) of 3,412 enrolled, in grades 2 to 4 at 24 elementary schools (Brenmoor, going by the assessment's name), over the 2025-26 school year. Primary outcome - End-of-year Brenmoor Standardized Reading Assessment. Primary result - Adjusted mean difference 0.06 SD in favour of tutoring (95% CI -0.04 to 0.16), p = 0.24; the pre-specified primary hypothesis was not supported. Stated limits - "could only reliably detect effects of about 0.15 SD or larger"; "Teachers rating engagement knew whether their school had tutoring"; "Missing end-of-year scores were more common in tutoring schools"; "one year of partial implementation". 2. CLAIM LEDGER S1 - MEANING - "A Year of Growing Readers" - "Primary outcome, end-of-year Brenmoor Standardized Reading Assessment: adjusted mean difference 0.06 SD in favor of tutoring (95% CI -0.04 to 0.16), p = 0.24. The pre-specified primary hypothesis was not supported." - STRETCHED - NULL - The headline promises reading growth, but the main reading measure's interval runs from -0.04 to 0.16, including no difference. S2 - METHOD - "Last fall, Brenmoor County Schools launched Read Together Daily, giving students in grades 2 through 4 thirty minutes of small-group reading" - "24 elementary schools were randomly assigned, 12 to daily 30-minute small-group tutoring for grades 2 to 4 and 12 to usual instruction, for the 2025-26 school year" - SUPPORTED - Grades, 30-minute sessions, small groups and the school year all match the design. S3 - METHOD - "with a trained tutor" - nothing in the results - NOT IN RESULTS - The results never say who the tutors were or how they were trained. S4 - METHOD - "every school day" - "Implementation: tutoring schools delivered a mean of 3.4 sessions per week against 5 planned." - CONTRADICTED - Every school day is five sessions a week; tutoring schools delivered 3.4 on average. S5 - FINDING - "Second graders in Read Together schools are reading faster and more smoothly" - "Secondary outcomes, not adjusted for multiple comparisons: ... Grade 2 oral reading fluency: +4.1 words correct per minute (95% CI 0.6 to 7.6), p = 0.02." - STRETCHED - SWAP - A real gain, but on a secondary outcome not adjusted for multiple comparisons, presented as the result while the primary goes unreported. S6 - FINDING - "teachers tell us students are more engaged and excited about books than ever" - "Teacher-reported engagement, 5-point scale: difference 0.31 (95% CI 0.12 to 0.50), p = 0.002." - STRETCHED - SWAP - A secondary teacher rating, from teachers who knew their school had tutoring, becomes excitement "than ever", a comparison with past years nobody measured. S7 - FINDING - "attendance went up in our tutoring schools too" - "Attendance: 94.1% vs 93.6%, difference 0.5 percentage points (95% CI -0.3 to 1.3), p = 0.21." - STRETCHED - NULL - 94.1% vs 93.6% is 0.5 points, with an interval from -0.3 to 1.3 and p = 0.21: no established difference. S8 - MEANING - "This is what happens when we invest in our kids" - "Primary outcome, end-of-year..." - STRETCHED - NULL - Credits the program with the gains listed, but its primary reading difference and the attendance difference were not established. S9 - MEANING - "Read Together Daily works" - "The pre-specified primary hypothesis..." - STRETCHED - NULL - The results state the primary hypothesis was not supported; "works" writes that as an established effect. S10 - MEANING - "every child in Brenmoor deserves it" - "Primary outcome, end-of-year..." - STRETCHED - NULL - Recommends it for every child, beyond grades 2 to 4, on a primary reading effect the results did not establish. 3. WHAT THE SUMMARY LEAVES OUT The primary outcome is never reported: "adjusted mean difference 0.06 SD in favor of tutoring (95% CI -0.04 to 0.16), p = 0.24. The pre-specified primary hypothesis was not supported." The engagement gain rests on unblinded raters: "Teachers rating engagement knew whether their school had tutoring." Every gain the summary reports is among the "Secondary outcomes, not adjusted for multiple comparisons". Not everyone was counted: "3,412 students enrolled at baseline" but "3,108 had an end-of-year score and were analyzed", with "Missing scores: 10.2% in tutoring schools, 7.7% in comparison schools." The study's reach was limited: "with 24 schools the study could only reliably detect effects of about 0.15 SD or larger." 4. REWRITE Read Together Daily: First-Year Reading Results Mixed Last fall, Brenmoor County Schools launched Read Together Daily in 12 of 24 elementary schools, chosen at random: thirty minutes of small-group tutoring for grades 2 through 4, planned for every school day, while the other 12 kept usual instruction. Tutoring schools averaged 3.4 sessions a week. On the main measure, the end-of-year reading assessment, tutoring schools scored 0.06 standard deviations higher, a difference the study could not tell apart from none. Among other measures, second graders in tutoring schools read aloud about 4 more words correctly per minute than in comparison schools, but grades 3 and 4 showed no clear gain. Teachers, who knew whether their school had tutoring, rated students in tutoring schools 0.3 points more engaged on a 5-point scale. Attendance showed no clear difference: 94.1% vs 93.6%. Next fall, the district will bring Read Together Daily to every elementary school. Thank you to our tutors, teachers and families. Changes: kept S2; narrowed S1, S5, S6, S7; cut S3; corrected S4; flagged for the speaker S8, S9, S10. 5. NOT CHECKED Protocol or registration - the results call the primary hypothesis "pre-specified", but no protocol or registration was pasted. S3 - how tutors were chosen and trained could sit in a protocol or implementation report that was not pasted. Adjustment - what the "adjusted mean difference" was adjusted for is not stated. Blinding - whether those giving or scoring the reading assessment knew each school's assignment is not stated; only the engagement raters are described. Comparison - what "usual instruction" involved in the 12 comparison schools is not stated.
Claude

Research Summary Overclaim Check

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CLAUDE-5-OPUS
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Paste a study summary - abstract, press release, slide - beside the study's results, and every claim is checked against the numbers: quoted, paired with the result that decides it, marked supported, stretched, not in results or contradicted. Stretches are named - causal wording on an observational design, a subgroup sold as the headline, a relative change hiding a small absolute one. Then what it left out, and a rewrite the data carries. For researchers, press offices, science writers.
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