{"id":"W4386565309","doi":"10.1097/01.eem.0000552802.48810.c1","title":"First Person","year":2019,"lang":"en","type":"article","venue":"Emergency Medicine News","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mandate; Medical education; Curriculum; Luck; Medical school; Psychology; Political science; Medicine; Public relations; Pedagogy; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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":[0.001950308,0.001179134,0.0009543788,0.00152911,0.004664655,0.008703062,0.00223242,0.003489546,0.8563973],"category_scores_gemma":[0.01336441,0.0005914645,0.0007342954,0.001568684,0.0008455032,0.006576618,0.009588232,0.003610676,0.7930518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002112501,"about_ca_system_score_gemma":0.00720961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004008892,"about_ca_topic_score_gemma":0.008328612,"domain_scores_codex":[0.9959014,0.0007684694,0.0002459244,0.0007386933,0.001380051,0.0009655879],"domain_scores_gemma":[0.9879889,0.0005503107,0.0003749287,0.001161015,0.004381233,0.00554369],"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":[0.00001415687,0.00003936459,0.0001968729,0.00005787225,0.000001617558,0.00008861021,0.0002022176,0.000008439548,0.00007296465,0.00127155,0.958445,0.03960121],"study_design_scores_gemma":[0.000004380683,0.00001014689,0.000232203,0.00005959749,8.241475e-7,0.0001826287,0.0002769655,0.0000110808,0.00002298247,0.0003203458,0.998874,0.000004764211],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001151849,0.001556322,0.00200588,0.01331931,0.01088015,0.0002708508,0.003589144,0.002681783,0.9645447],"genre_scores_gemma":[0.004869767,0.0008268094,0.0005153746,0.006988147,0.0007071948,0.0001332406,0.001200117,0.0006427749,0.9841166],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8563973,"threshold_uncertainty_score":0.2048318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03770553406367309,"score_gpt":0.3496637267532875,"score_spread":0.3119581926896144,"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."}}