{"id":"W3151802177","doi":"10.1016/j.jtos.2020.11.012","title":"Repurposing medications","year":2020,"lang":"en","type":"article","venue":"The Ocular Surface","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Networks of Centres of Excellence of Canada; U.S. Food and Drug Administration","keywords":"Repurposing; Medicine; Drug repositioning; Intensive care medicine; Pharmacology; Drug; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001744722,0.0000555322,0.00009829133,0.000004307984,0.000086359,0.00001153514,0.00008409537,0.00002263093,0.000316985],"category_scores_gemma":[0.0002133962,0.00003336258,0.00005447948,0.0001393199,0.00004785112,0.0000509763,0.00003766623,0.0001905548,0.0003193163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009580587,"about_ca_system_score_gemma":0.00002869806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000701429,"about_ca_topic_score_gemma":1.975091e-7,"domain_scores_codex":[0.9994201,0.00005748884,0.0001096773,0.0001065604,0.0001990993,0.000107089],"domain_scores_gemma":[0.9994631,0.0001330885,0.00004003829,0.0001906599,0.000025183,0.0001479498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00263311,0.001312691,0.4652652,0.001245336,0.00340024,0.0006967298,0.02595836,0.00399221,0.2837355,0.02680737,0.1179125,0.06704068],"study_design_scores_gemma":[0.000718525,0.00009530382,0.003139421,0.00002592311,0.0003507571,0.00002700777,0.0002259462,0.02289547,0.00633186,0.00009794665,0.9659963,0.00009560154],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6882163,0.003931601,0.00209879,0.2792203,0.0001646343,0.0005518578,0.00000325094,0.0001437819,0.02566955],"genre_scores_gemma":[0.9800864,0.0001662399,0.001012791,0.01818546,0.00008380641,0.000001639972,0.000005603214,0.00001002751,0.000447997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8480837,"threshold_uncertainty_score":0.4104272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1552342397731835,"score_gpt":0.3932314399986392,"score_spread":0.2379972002254557,"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."}}