{"id":"W4307092684","doi":"10.5688/ajpe9110","title":"Factors Influencing Professional Identity Construction in Fourth-Year Pharmacy Students","year":2022,"lang":"en","type":"article","venue":"American Journal of Pharmaceutical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Wilson Centre; University of Toronto","funders":"","keywords":"Pharmacy; Identity (music); Pharmacy practice; Curriculum; Pharmacist; Health care; Medical education; Pharmacy school; Workforce; Multistate Pharmacy Jurisprudence Examination; Psychology; Pharmaconomist; Medicine; Nursing; Pedagogy; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001184747,0.0001346444,0.0003139313,0.0006728228,0.0001714369,0.00002550357,0.0002532747,0.00002183055,0.001177713],"category_scores_gemma":[0.0006040308,0.0001236533,0.00009288939,0.001494388,0.0002350256,0.0004497362,0.00009005174,0.001237431,0.000006688231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00105403,"about_ca_system_score_gemma":0.001815303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005819571,"about_ca_topic_score_gemma":9.772834e-7,"domain_scores_codex":[0.9972754,0.000277932,0.0007896643,0.0001746778,0.001247648,0.0002347385],"domain_scores_gemma":[0.9985966,0.00008298219,0.0006143664,0.0001287158,0.0004247302,0.0001526169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003816984,0.002052471,0.8347073,0.00004738746,0.0000716655,0.000008947147,0.002551612,0.00006500156,0.001948554,0.000521886,0.001639126,0.1560043],"study_design_scores_gemma":[0.004492752,0.0008578817,0.8554534,0.0002988636,0.0003362019,0.0009613003,0.1060773,0.0005219858,0.001737289,0.0007527709,0.02815426,0.0003560733],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919441,0.00008094705,0.0002309476,0.003614834,0.003674652,0.0002806273,0.00000234923,0.00001308277,0.0001584779],"genre_scores_gemma":[0.9931846,0.00004572747,0.003393034,0.002844441,0.0003976365,0.0000306579,0.00002080522,0.0000182072,0.00006488455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1556482,"threshold_uncertainty_score":0.9997354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03968361872266194,"score_gpt":0.468179739996256,"score_spread":0.428496121273594,"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."}}