{"id":"W4387506154","doi":"10.2196/48925","title":"Drug Repurposing for Cancers With Limited Survival: Protocol for a Retrospective Cohort Study","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Statistical Methods in Clinical Trials","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cohort; Retrospective cohort study; Cancer; Informatics; Population; Repurposing; Cohort study; Oncology; Internal medicine; Intensive care medicine; Emergency medicine; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04729941,0.003594148,0.00422986,0.00379064,0.002863407,0.001962191,0.002650167,0.003138068,0.03591656],"category_scores_gemma":[0.03247955,0.002198667,0.003960071,0.00500501,0.002096262,0.001854299,0.002185071,0.002277041,0.009669937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004904589,"about_ca_system_score_gemma":0.02006993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003653429,"about_ca_topic_score_gemma":0.004809396,"domain_scores_codex":[0.9785789,0.011977,0.004464547,0.001999998,0.001845534,0.001134087],"domain_scores_gemma":[0.9716267,0.005582315,0.004734544,0.006461635,0.009822682,0.001772091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.3022333,0.03011077,0.096079,0.1105562,0.005850578,0.004970307,0.005418581,0.02337116,0.01754727,0.02501479,0.1639081,0.21494],"study_design_scores_gemma":[0.1463834,0.05730465,0.1558107,0.02574592,0.003959463,0.001871456,0.003842265,0.008773369,0.006346863,0.009152733,0.5798572,0.0009518716],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.002650735,0.0003124227,0.003899464,0.0001073951,0.0001331287,0.9864761,0.005446165,0.00004257307,0.0009320512],"genre_scores_gemma":[0.002375654,0.0002108826,0.00364042,0.0000966459,0.00003202762,0.9919943,0.001399978,0.000005321677,0.00024485],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04729941,"threshold_uncertainty_score":0.2501462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8666310653555355,"score_gpt":0.75055173358801,"score_spread":0.1160793317675255,"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."}}