{"id":"W3126467406","doi":"10.36834/cmej.72058","title":"2020 Virtual International Conference on Residency Education","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical education; Computer science; Data science; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001804209,0.0007877556,0.0003107118,0.001848612,0.001627024,0.003398725,0.001038857,0.002765929,0.3145219],"category_scores_gemma":[0.003440488,0.0002894298,0.0004462226,0.0008788576,0.0005797785,0.001687979,0.00336796,0.002313127,0.1094139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001943661,"about_ca_system_score_gemma":0.008637826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008565677,"about_ca_topic_score_gemma":0.02584871,"domain_scores_codex":[0.9982969,0.0002119197,0.00005475392,0.0001090073,0.0007993449,0.0005280458],"domain_scores_gemma":[0.994163,0.0002522331,0.0001749776,0.0001142035,0.001781312,0.003514361],"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":[0.00005662706,0.00003758276,0.0002545747,0.000059241,0.000002348064,0.00004753584,0.00001908238,0.0000540044,0.0002321893,0.001223546,0.962305,0.03570839],"study_design_scores_gemma":[0.00001038279,0.00002068826,0.001085163,0.0000558229,0.000001473645,0.00006591724,0.00004322394,0.00005673438,0.00009697943,0.0002656184,0.9982916,0.000006376607],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004294706,0.009769863,0.001595664,0.04521043,0.1321008,0.000288006,0.003421123,0.000814917,0.8025045],"genre_scores_gemma":[0.0161743,0.004778359,0.001332034,0.009943121,0.01296384,0.000233103,0.003410643,0.00028362,0.9508809],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3145219,"threshold_uncertainty_score":0.9777513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01482978632943282,"score_gpt":0.3964225026853277,"score_spread":0.3815927163558949,"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."}}