{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07244311,0.001299418,0.001735433,0.002401743,0.01288032,0.01744096,0.004848199,0.01773833,0.03360302],"category_scores_gemma":[0.1393106,0.001017558,0.002196181,0.001459936,0.0227603,0.0315458,0.01930051,0.04528543,0.01646184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00885168,"about_ca_system_score_gemma":0.03399504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008626918,"about_ca_topic_score_gemma":0.01402464,"domain_scores_codex":[0.9514641,0.0222779,0.00311208,0.004452771,0.01328363,0.005409583],"domain_scores_gemma":[0.8686841,0.04541159,0.00380529,0.01071664,0.03156498,0.03981741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001027614,0.0001982723,0.001984878,0.0007947564,0.00009119598,0.0007555789,0.008137536,0.0002208247,0.0003448676,0.1334428,0.6981393,0.1557873],"study_design_scores_gemma":[0.00005545058,0.0001668774,0.00138095,0.002599789,0.0000395887,0.001835972,0.01705386,0.0002440796,0.0002501758,0.1297972,0.8464766,0.00009955114],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001759184,0.01015476,0.005949559,0.9487217,0.01453174,0.00004161101,0.00006050257,0.0002585743,0.01852247],"genre_scores_gemma":[0.1021686,0.02529675,0.02679628,0.7873079,0.01789071,0.0003672667,0.0002498377,0.0008926616,0.0390301],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.07244311,"threshold_uncertainty_score":0.3831204,"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."}}