{"id":"W2772708273","doi":"10.1111/medu.13485","title":"Professional paradox: identity formation in qualified doctors pursuing further training","year":2017,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Alberta","funders":"University of British Columbia","keywords":"Cognitive dissonance; Identity (music); Context (archaeology); Vision; Psychology; Professional development; Training (meteorology); Medical education; Public relations; Medicine; Nursing; Social psychology; Sociology; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01039424,0.0002594522,0.0003720721,0.001085421,0.0204801,0.006179713,0.001281783,0.002099934,0.002112581],"category_scores_gemma":[0.01754594,0.000308227,0.0003248277,0.001064612,0.03248997,0.004427102,0.01014105,0.003650865,0.0002011357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01316818,"about_ca_system_score_gemma":0.0231443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06477026,"about_ca_topic_score_gemma":0.07362464,"domain_scores_codex":[0.9894419,0.006417547,0.0002873576,0.0005639341,0.001904437,0.001384847],"domain_scores_gemma":[0.9880643,0.006635131,0.001485669,0.0005264684,0.001115105,0.00217337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000200517,0.00001326381,0.005250759,0.00005001567,0.00000321964,0.0005999881,0.9788768,0.00003294209,0.0002912739,0.009708172,0.0007338453,0.004419636],"study_design_scores_gemma":[0.000006427295,0.00001943563,0.003600749,0.00006935146,0.000003701417,0.0004960411,0.9792109,0.00008946494,0.0001381308,0.00269624,0.01365251,0.00001698367],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9558535,0.00101124,0.002727228,0.01566895,0.0001561389,0.00004991531,0.00002448778,0.00001720917,0.02449131],"genre_scores_gemma":[0.9976318,0.0001857302,0.0003708026,0.0006382763,0.00001405152,0.00001035684,0.00000860499,0.000005282818,0.001135173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06477026,"threshold_uncertainty_score":0.1287865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04753653999266392,"score_gpt":0.4455370618425117,"score_spread":0.3980005218498478,"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."}}