{"id":"W4380360620","doi":"10.5206/uwomj.v90i2.14736","title":"Challenges in transition to practice","year":2023,"lang":"en","type":"article","venue":"University of Western Ontario Medical Journal","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transition (genetics); Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0327292,0.0003770891,0.0007312493,0.001025778,0.01097498,0.01013921,0.004540347,0.01233318,0.08858568],"category_scores_gemma":[0.1215336,0.0005111868,0.0008018047,0.00127197,0.00552565,0.01142728,0.01241203,0.01331406,0.01368289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01041839,"about_ca_system_score_gemma":0.08817543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0469403,"about_ca_topic_score_gemma":0.1130093,"domain_scores_codex":[0.9645354,0.01104156,0.002277892,0.002209047,0.01052665,0.009409415],"domain_scores_gemma":[0.7842662,0.03419058,0.008082042,0.007607521,0.04128148,0.124572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001283983,0.0002362956,0.006052674,0.0007004889,0.00001800651,0.0007305051,0.003370281,0.0001488701,0.0003440429,0.02197678,0.8081728,0.1581208],"study_design_scores_gemma":[0.000170001,0.0002052194,0.02563453,0.00748022,0.00001905124,0.001192842,0.03841009,0.0005402868,0.0002081238,0.0314789,0.8945731,0.00008762117],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004595247,0.002557914,0.0006469897,0.9428665,0.009021389,0.0001142507,0.0001352323,0.0001196121,0.03994292],"genre_scores_gemma":[0.227622,0.008588654,0.004272947,0.681267,0.007218252,0.001009494,0.0007542106,0.0002831458,0.06898433],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08858568,"threshold_uncertainty_score":0.2963486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1072054156607703,"score_gpt":0.4038251734070105,"score_spread":0.2966197577462402,"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."}}