{"id":"W4400931548","doi":"10.55016/ojs/pplt.v5y2022.73214","title":"Exploring the Transition of Health Workers from Students to Professionals","year":2022,"lang":"en","type":"article","venue":"Papers on postsecondary learning and teaching.","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University; University of Calgary","funders":"","keywords":"Transition (genetics); Health professionals; Psychology; Political science; Health care; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"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":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003419275,0.0001654239,0.0003823217,0.0001455345,0.004889179,0.0000102436,0.0002525475,0.00003841128,0.00101127],"category_scores_gemma":[0.0001616611,0.000125688,0.00007486668,0.0001060745,0.00002952508,0.00009247929,0.0002558329,0.002587565,0.00002594222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003306945,"about_ca_system_score_gemma":0.0004999181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001551341,"about_ca_topic_score_gemma":0.00007277622,"domain_scores_codex":[0.9944136,0.003668123,0.0005921251,0.0003364838,0.0005445798,0.0004450577],"domain_scores_gemma":[0.9977859,0.001531938,0.0002888342,0.0002081411,0.0000248509,0.0001602955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001028486,0.0003829015,0.274103,0.0003815767,0.0001946936,0.000009827409,0.2865622,0.0003485141,0.0004338576,0.001085588,0.02063619,0.4148332],"study_design_scores_gemma":[0.00115612,0.0009062176,0.521754,0.0003116141,0.00002011455,0.000001622932,0.1243281,0.000008568051,0.000004824611,0.00008113959,0.3512093,0.0002184558],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9506047,0.0004507675,0.0000116414,0.03845572,0.0008809996,0.000715994,0.00006775524,0.00008969087,0.008722753],"genre_scores_gemma":[0.9534231,0.00005780825,0.0001016132,0.04401502,0.0001070427,0.0003096365,0.00008422222,0.00003027041,0.001871326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4146148,"threshold_uncertainty_score":0.999902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07079798543216065,"score_gpt":0.408779041095695,"score_spread":0.3379810556635344,"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."}}