{"id":"W4300544692","doi":"","title":"Trainees’ views of physician workforce policy in Quebec and their impact on career intentions","year":2014,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Healthcare Systems and Practices","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Workforce; Psychology; Medical education; Political science; Medicine; Law","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":[0.004447149,0.0003256633,0.001159904,0.001022308,0.0003837922,0.0001716398,0.001031134,0.0002101303,0.001217527],"category_scores_gemma":[0.001303513,0.0002185461,0.0002040096,0.001112816,0.000105044,0.001516087,0.0003342401,0.001019419,0.0000141413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002558295,"about_ca_system_score_gemma":0.0006897377,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1299704,"about_ca_topic_score_gemma":0.03465981,"domain_scores_codex":[0.9942954,0.002958523,0.001433235,0.0003314863,0.000418516,0.0005628286],"domain_scores_gemma":[0.9951506,0.002002263,0.001609444,0.0005320147,0.0003515761,0.0003541406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004472332,0.0003785483,0.6586041,0.001013883,0.0002050698,0.00000527834,0.01652499,0.0001101347,0.01675744,0.003277598,0.02213865,0.2805371],"study_design_scores_gemma":[0.0007091144,0.00004573637,0.9051087,0.003518659,0.00002216896,0.000002105114,0.003936258,0.00009994177,0.0002873528,0.002885039,0.08310659,0.0002782933],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9471697,0.00544986,0.0001578941,0.002426701,0.0004965079,0.001198073,0.00009871669,0.00002273798,0.04297976],"genre_scores_gemma":[0.9947935,0.00241963,0.00003015858,0.001184047,0.000470112,0.00007476164,0.000009076361,0.0000465481,0.0009722076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2802588,"threshold_uncertainty_score":0.9996955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5011257716688341,"score_gpt":0.6654252360364009,"score_spread":0.1642994643675668,"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."}}