{"id":"W4317582985","doi":"10.4103/amhs.amhs_285_21","title":"Crossing the Final Hurdle","year":2021,"lang":"en","type":"article","venue":"Archives of Medicine and Health Sciences","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Scholarship; Medicine; Productivity; Public relations; Medical education; Political science; Law; Economic growth","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0009362611,0.00004343007,0.0001502841,0.00008241105,0.0005079694,0.000009607612,0.00006878953,0.0000118573,0.00007333838],"category_scores_gemma":[0.0005708345,0.00002331833,0.00001396067,0.0004192547,0.003044435,0.00003218258,0.00002807438,0.000127116,7.567926e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005384134,"about_ca_system_score_gemma":0.0008494444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001291042,"about_ca_topic_score_gemma":0.00001466015,"domain_scores_codex":[0.9991575,0.00003454076,0.0002473246,0.0001348918,0.0002779049,0.0001477633],"domain_scores_gemma":[0.9995294,0.0001638557,0.00009012939,0.0001173668,0.00004480045,0.00005448733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00001754669,0.00009372067,0.02903646,0.000420866,0.00001095291,0.000004947594,0.01806771,0.000002030686,0.001352718,0.03438649,0.02227164,0.8943349],"study_design_scores_gemma":[0.002168168,0.001762057,0.8297387,0.00261249,0.00004260323,0.0004688108,0.03228802,0.00343497,0.0009645508,0.0243417,0.10206,0.000118024],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4064676,0.005142282,0.0008531536,0.5721672,0.0002728424,0.000126352,4.964581e-7,0.000009650268,0.01496053],"genre_scores_gemma":[0.9569637,0.0008719446,0.01385147,0.02729242,0.000376982,0.00000432934,0.000006321507,0.000002822715,0.0006300626],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8942169,"threshold_uncertainty_score":0.9996687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1394133723563981,"score_gpt":0.4719494290983739,"score_spread":0.3325360567419758,"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."}}