{"id":"W4401687641","doi":"10.36834/cmej.79569","title":"Ongoing discussions on supporting medical students during a crisis","year":2024,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Radiology practices and education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Wilson Centre; Women's College Hospital; University of Toronto","funders":"","keywords":"Computer science; Data science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001868907,0.0001354702,0.000196806,0.0005687283,0.000418769,0.0002290389,0.0002966787,0.0002718082,0.05321491],"category_scores_gemma":[0.01737777,0.00009918778,0.0001123474,0.0003201582,0.00006911525,0.0002035429,0.00002077599,0.00167359,0.0003821985],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000715455,"about_ca_system_score_gemma":0.04649473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001867291,"about_ca_topic_score_gemma":0.002297861,"domain_scores_codex":[0.9971161,0.0001230147,0.0004905969,0.0002659975,0.001525588,0.0004786788],"domain_scores_gemma":[0.9886584,0.0001335213,0.00008975765,0.0001870896,0.0001223824,0.01080885],"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":[0.00004337819,0.0004774229,0.02095979,0.0001727041,0.0002380749,0.00228383,0.00486298,0.000002147741,0.00002692844,0.0009170467,0.8158209,0.1541948],"study_design_scores_gemma":[0.001227676,0.0003292523,0.1393198,0.004954255,0.0003248736,0.0400336,0.02205976,0.0008229294,0.00003758617,0.000460964,0.7899827,0.0004465605],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6292137,0.0005145194,0.00001680408,0.3629102,0.004398995,0.0001069387,0.000001431896,0.00003149904,0.002805872],"genre_scores_gemma":[0.957509,0.000378966,0.0001110706,0.03528683,0.004159936,0.00001946405,0.00002137644,0.00002821354,0.002485098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3282954,"threshold_uncertainty_score":0.9908993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01385086926107595,"score_gpt":0.3955918710787273,"score_spread":0.3817410018176514,"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."}}