{"id":"W4317878682","doi":"10.1370/afm.21.s1.3644","title":"Exploring the Longitudinal Work Patterns of Family Physicians From 2005-2019 – An Ontario Alberta Collaboration","year":2023,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Workforce; Descriptive statistics; Medicine; Health care; Observational study; Service (business); Population; Family medicine; Geography; Environmental health; Business; Political science; Marketing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00261709,0.000497794,0.000498987,0.002753335,0.003343961,0.00143439,0.00225262,0.0006198638,0.003964552],"category_scores_gemma":[0.005138641,0.0005575271,0.001066626,0.007160256,0.0006141985,0.0006473332,0.001952064,0.0008680613,0.0008849946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04205846,"about_ca_system_score_gemma":0.0580974,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9957461,"about_ca_topic_score_gemma":0.9976116,"domain_scores_codex":[0.9979937,0.0002330437,0.0001399171,0.0002992723,0.0007358277,0.0005983138],"domain_scores_gemma":[0.9916645,0.0004251454,0.001146345,0.0003729325,0.004792463,0.001598581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001673872,0.00007085492,0.9468822,0.0002675692,0.0002369063,0.0001641595,0.005507133,0.0003121927,0.0002232441,0.0003669953,0.03411511,0.01168621],"study_design_scores_gemma":[0.00001754163,0.00002306061,0.988672,0.0001649528,0.00004669411,0.0000284154,0.002598359,0.0002191888,0.00003879593,0.00003420948,0.008140574,0.00001620953],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8090922,0.002976833,0.001476051,0.003596668,0.0001603308,0.0007450497,0.1692601,0.0001065764,0.01258621],"genre_scores_gemma":[0.8986998,0.002050125,0.003338773,0.001636193,0.00008864481,0.001146067,0.08031246,0.00007168073,0.01265632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04205846,"threshold_uncertainty_score":0.3051569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1732013094882814,"score_gpt":0.408856268077529,"score_spread":0.2356549585892476,"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."}}