{"id":"W4210439569","doi":"10.1111/medu.14736","title":"Strangers in a strange land: The experience of physicians undergoing remediation","year":2022,"lang":"en","type":"article","venue":"Medical Education","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Advancing Health Outcomes; University of British Columbia","funders":"Royal College of Physicians and Surgeons of Canada","keywords":"Narrative; Thematic analysis; Competence (human resources); Psychology; Agency (philosophy); Medical education; Participant observation; Social psychology; Qualitative research; Public relations; Medicine; Sociology; Political science; Social science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001052406,0.00006261255,0.0001308818,0.00007264351,0.0004881378,0.000001829249,0.000209075,0.00007410104,0.001853257],"category_scores_gemma":[0.0007875354,0.00004601693,0.00002799213,0.0003231172,0.00005354936,0.00006028561,0.00006307232,0.0007132682,0.000007287853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001876696,"about_ca_system_score_gemma":0.003320822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003260751,"about_ca_topic_score_gemma":0.003330863,"domain_scores_codex":[0.9976988,0.0008048317,0.0004252273,0.0001467701,0.0006842678,0.0002400332],"domain_scores_gemma":[0.9988879,0.0006390197,0.0001928429,0.0001671875,0.0000629331,0.00005010902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009286867,0.0008683855,0.5379106,0.0005708961,0.00001017441,0.000002965936,0.1549925,0.00003332802,0.0001982954,0.002776625,0.015071,0.2874723],"study_design_scores_gemma":[0.001692951,0.0001884115,0.624266,0.003513798,0.00001651086,0.000002639518,0.3194308,0.001837862,0.00005022895,0.003389549,0.04533455,0.0002766462],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9537638,0.0007818561,0.0001686302,0.04147683,0.002042747,0.0005569957,0.00001124465,0.00002042732,0.001177516],"genre_scores_gemma":[0.9917418,0.0001893424,0.0000431131,0.006811375,0.0002853234,0.0006097162,0.00004744932,0.000008238236,0.0002635939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2871956,"threshold_uncertainty_score":0.9990592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04115862434798043,"score_gpt":0.4428402673449304,"score_spread":0.4016816429969499,"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."}}