{"id":"W4311096428","doi":"10.1002/aet2.10822","title":"Learning pediatric emergency medicine over time: A realist evaluation of a longitudinal pediatric emergency medicine clinical experience","year":2022,"lang":"en","type":"article","venue":"AEM Education and Training","topic":"Innovations in Medical Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; McMaster University; McMaster Children's Hospital; University Health Network; McMaster University Medical Centre","funders":"","keywords":"Context (archaeology); Pediatric emergency medicine; Medical education; Coaching; Longitudinal study; Repetition (rhetorical device); Medicine; Psychology; Emergency department; Family medicine; Nursing; Emergency physician","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005552871,0.0002164594,0.0004720573,0.0006701996,0.0004518931,0.00000310837,0.000160578,0.0000980326,0.03204818],"category_scores_gemma":[0.006046882,0.0002022542,0.00008089178,0.002002683,0.0001793169,0.000151976,0.00007074442,0.0006714301,0.00001181426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001637943,"about_ca_system_score_gemma":0.001054597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001436493,"about_ca_topic_score_gemma":0.000002979491,"domain_scores_codex":[0.9955237,0.0004418711,0.00168162,0.0005412947,0.001523047,0.0002884618],"domain_scores_gemma":[0.9974457,0.0001386975,0.0008744476,0.0003491332,0.001013686,0.0001783209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006593121,0.000684702,0.8370699,0.0001895452,0.00004575028,8.898007e-7,0.02983434,0.00002784017,0.00009733877,0.0008079039,0.06208501,0.0690908],"study_design_scores_gemma":[0.001833995,0.001069666,0.9626063,0.00003775114,0.001034226,0.00005948911,0.02193738,0.003748601,0.000002086807,0.0006821465,0.006748848,0.0002395031],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803807,0.002248132,0.0001093101,0.003154059,0.00497135,0.0005457497,0.000002322364,0.00005757091,0.008530842],"genre_scores_gemma":[0.9908046,0.001282819,0.0003982365,0.0002016679,0.003800476,0.0002962406,0.0003076386,0.00003272573,0.002875561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1255364,"threshold_uncertainty_score":0.9688367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1347331477801807,"score_gpt":0.4731861835232575,"score_spread":0.3384530357430768,"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."}}