{"id":"W6940099020","doi":"10.6084/m9.figshare.c.7516447","title":"Interpretation of statistical findings in randomised trials: a survey of statisticians using thematic analysis of open-ended questions","year":2024,"lang":"en","type":"other","venue":"Figshare","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thematic analysis; Interpretation (philosophy); Descriptive statistics; Confusion; Statistical analysis; Construct (python library); Statistical hypothesis testing; Clinical trial","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.5450946,0.0009854988,0.002340419,0.0101132,0.006655195,0.008282143,0.004343392,0.003687035,0.002973774],"category_scores_gemma":[0.6427442,0.001635735,0.002582354,0.009474582,0.01629061,0.0129751,0.01901954,0.006229727,0.000790573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01351748,"about_ca_system_score_gemma":0.03441051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002165502,"about_ca_topic_score_gemma":0.001385737,"domain_scores_codex":[0.3338102,0.576901,0.0534334,0.007061654,0.02290329,0.005890456],"domain_scores_gemma":[0.2022562,0.6524863,0.05389019,0.02072245,0.06266643,0.007978415],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003521733,0.0001069545,0.01182004,0.007052384,0.0001158898,0.0004583082,0.9002337,0.0005656427,0.002108725,0.005860421,0.005542998,0.06578286],"study_design_scores_gemma":[0.0002839997,0.0006443791,0.00954673,0.01100769,0.0001243929,0.001034894,0.8835756,0.003247567,0.001331724,0.02625585,0.06268062,0.0002664652],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5861089,0.01069236,0.2537403,0.1013045,0.001983296,0.03275021,0.001265118,0.0007769164,0.01137839],"genre_scores_gemma":[0.7811297,0.006014192,0.1524801,0.01683022,0.0005967557,0.04055921,0.0006042953,0.0004402581,0.001345284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4549054,"threshold_uncertainty_score":0.5609794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1097388969785185,"score_gpt":0.360502187811049,"score_spread":0.2507632908325305,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}