{"id":"W2048013174","doi":"10.1111/tct.12361","title":"Tools, insights and feedback","year":2015,"lang":"en","type":"editorial","venue":"The Clinical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Workforce; Health care; Variety (cybernetics); Quality (philosophy); Medical education; Public relations; Psychology; Medicine; Political science; Computer science; 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":[],"consensus_categories":[],"category_scores_codex":[0.04426453,0.001897595,0.001138548,0.007075946,0.003947742,0.02325928,0.00292616,0.003840584,0.1342151],"category_scores_gemma":[0.2210265,0.0009158755,0.001489867,0.005837337,0.003903321,0.01580962,0.01212834,0.007256262,0.09968891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004806396,"about_ca_system_score_gemma":0.01350037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001318663,"about_ca_topic_score_gemma":0.001912829,"domain_scores_codex":[0.9506176,0.02622013,0.003840585,0.003028002,0.01426375,0.002029835],"domain_scores_gemma":[0.8282983,0.06440404,0.005119594,0.01910381,0.07195707,0.01111723],"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":[0.000112273,0.00006816691,0.0003951209,0.00132395,0.00002051545,0.0002101061,0.00881642,0.00009589863,0.0004276875,0.01365229,0.8303572,0.1445204],"study_design_scores_gemma":[0.00003473418,0.00004787044,0.0002517972,0.001390321,0.00001315562,0.0001420531,0.0060462,0.0001142881,0.0002352934,0.009539479,0.9821424,0.00004239085],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.007401056,0.00634655,0.08751228,0.2440506,0.09083338,0.00587005,0.02826396,0.02543919,0.504283],"genre_scores_gemma":[0.0870113,0.007233884,0.2212347,0.1207766,0.01581499,0.01963183,0.02084488,0.02141121,0.4860407],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.1342151,"threshold_uncertainty_score":0.4489943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1082105368310348,"score_gpt":0.4491506266073275,"score_spread":0.3409400897762926,"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."}}