{"id":"W4404841281","doi":"10.32920/27931878","title":"Developing ClerkCast: An Emergency Medicine Clerkship Needs Assessment Project","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medical education; Medicine; Medical emergency","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01717862,0.0004252768,0.000457385,0.001432781,0.004435658,0.001983487,0.001737727,0.001341985,0.00477498],"category_scores_gemma":[0.01601238,0.0007224449,0.0004333051,0.0006993062,0.001090379,0.001960002,0.00363843,0.002219156,0.001485858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008008326,"about_ca_system_score_gemma":0.02457674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0180796,"about_ca_topic_score_gemma":0.07247622,"domain_scores_codex":[0.9958529,0.001674563,0.0002653258,0.0002992153,0.000932521,0.0009754514],"domain_scores_gemma":[0.978613,0.002718404,0.001066517,0.0008931019,0.006919565,0.009789404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001147563,0.03885521,0.1587265,0.001508041,0.00007348702,0.002734253,0.191837,0.00141327,0.009148174,0.002568868,0.08199066,0.5099968],"study_design_scores_gemma":[0.0009011177,0.0116377,0.356737,0.0008089382,0.00008978988,0.0008555358,0.4842665,0.006358376,0.008322176,0.001794185,0.1279508,0.0002777766],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9733642,0.00008046409,0.002867734,0.002980943,0.0000752786,0.01309583,0.001057538,0.0001616315,0.006316308],"genre_scores_gemma":[0.895277,0.0004980797,0.0644275,0.002315823,0.00008242227,0.01996862,0.002791567,0.0001088395,0.01453023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0180796,"threshold_uncertainty_score":0.09085023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1395307595867526,"score_gpt":0.441713796053346,"score_spread":0.3021830364665934,"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."}}