{"id":"W3109096955","doi":"10.1111/medu.14422","title":"Incentives for clinical teachers: On why their complex influences should lead us to proceed with caution","year":2020,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Royal College of Physicians and Surgeons of Canada","keywords":"Incentive; Thematic analysis; Attrition; Context (archaeology); Psychology; Process (computing); Medical education; Public relations; Qualitative research; Social psychology; Medicine; Political science; Sociology; Computer science; Economics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0972914,0.0007271819,0.001073587,0.001546882,0.006525933,0.01089003,0.003507258,0.009157188,0.004191162],"category_scores_gemma":[0.2700309,0.0007326443,0.001081344,0.001743683,0.02363667,0.01419709,0.005007525,0.01050366,0.001020057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009295664,"about_ca_system_score_gemma":0.01404516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009658264,"about_ca_topic_score_gemma":0.01628812,"domain_scores_codex":[0.9074934,0.06913589,0.00468744,0.004269127,0.01162349,0.002790744],"domain_scores_gemma":[0.6579628,0.2866479,0.0205342,0.006444352,0.02401311,0.004397561],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003764456,0.0002033672,0.05300579,0.005181851,0.0002378202,0.002632066,0.20129,0.001266305,0.001641423,0.3545881,0.1343195,0.2452573],"study_design_scores_gemma":[0.00009352272,0.0002679651,0.02488873,0.0172211,0.0001611623,0.002180569,0.2393474,0.002910997,0.002945589,0.3087783,0.4007476,0.0004571175],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.05733704,0.01957574,0.03462803,0.8652267,0.006592188,0.0004446406,0.0001434556,0.0002341523,0.01581796],"genre_scores_gemma":[0.7642083,0.01183798,0.04708807,0.1674331,0.003862008,0.0008452163,0.00005563933,0.0002593969,0.004410158],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9027086,"threshold_uncertainty_score":0.5145322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1429980075720111,"score_gpt":0.4653304097088122,"score_spread":0.3223324021368011,"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."}}