{"id":"W4409837684","doi":"10.1177/10497323251333960","title":"Becoming Interprofessional: A Longitudinal Study of Professional and Interprofessional Identity Development Across Five Health Professions","year":2025,"lang":"en","type":"article","venue":"Qualitative Health Research","topic":"Interprofessional Education and Collaboration","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Nova Scotia Health Authority; Dalhousie University","funders":"Canadian Institutes of Health Research","keywords":"Interprofessional education; Licensure; Socialization; Identity (music); Health care; Professional boundaries; Professional development; Medical education; Psychology; Nursing; Medicine; Political science; Social psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.007895991,0.0004851056,0.0008417271,0.001861613,0.009596908,0.004214149,0.001490894,0.001281035,0.001342338],"category_scores_gemma":[0.00923341,0.0009275498,0.0006123751,0.001433834,0.001719322,0.002983979,0.004881017,0.003666007,0.0006864848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003011852,"about_ca_system_score_gemma":0.006398944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03447742,"about_ca_topic_score_gemma":0.08283745,"domain_scores_codex":[0.9969086,0.001202704,0.0001850802,0.0003883046,0.0005271892,0.0007882252],"domain_scores_gemma":[0.9926496,0.001001581,0.001455093,0.0004261768,0.001815357,0.002652139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001029474,0.00256142,0.5871234,0.00006975148,0.0000414985,0.0007815741,0.3898136,0.00003853482,0.001061189,0.0003626393,0.0007968563,0.01724669],"study_design_scores_gemma":[0.00001915462,0.001538669,0.5003233,0.0001880637,0.00004178452,0.0005390805,0.4910021,0.0002491154,0.0003671793,0.0003387725,0.005330397,0.00006246023],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990466,0.0001775632,0.0001455527,0.0001554471,0.000007742694,0.00005165181,0.00005521301,0.000003543353,0.0003565303],"genre_scores_gemma":[0.9971809,0.0002375317,0.0006389377,0.0002790269,0.000007377505,0.0001996132,0.0001948104,0.000006168505,0.001255551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03447742,"threshold_uncertainty_score":0.06855345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4489080452972138,"score_gpt":0.7199141279299694,"score_spread":0.2710060826327557,"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."}}