{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03364229,0.0003567008,0.001159249,0.0003547354,0.0006157864,0.0002923909,0.0007657214,0.0001856372,0.00009839358],"category_scores_gemma":[0.1029928,0.0002646802,0.0001967803,0.001916029,0.0004062017,0.0001390544,0.0003140327,0.0008241507,0.0000223279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007864741,"about_ca_system_score_gemma":0.0006948808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005087033,"about_ca_topic_score_gemma":0.0001609474,"domain_scores_codex":[0.9910567,0.002932373,0.001206809,0.001297862,0.002135333,0.001370937],"domain_scores_gemma":[0.9352916,0.0606258,0.000381942,0.001224753,0.002176011,0.0002999307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.07313329,0.01028875,0.247029,0.01775405,0.001771951,0.0001630336,0.00389587,0.00002719688,0.0007258694,0.1086541,0.5154851,0.02107176],"study_design_scores_gemma":[0.02633046,0.0171767,0.02072022,0.004119688,0.00004028404,0.000001822113,0.001153725,0.001204458,0.001720582,0.8551878,0.07156744,0.0007768206],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0002964911,4.63637e-8,0.01075593,0.0002547703,0.00002284002,0.9870636,0.0001796568,0.0004976278,0.0009290546],"genre_scores_gemma":[0.00004175289,3.989262e-8,0.1768211,0.0000140418,0.0003916431,0.8204711,0.000003496232,0.0001632319,0.002093587],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.7465337,"threshold_uncertainty_score":0.9999806,"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."}}