{"id":"W4404491128","doi":"10.1503/cmaj.231292","title":"Supporting future and current rural physicians","year":2024,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Thriving; Remuneration; Generalist and specialist species; Work (physics); Key (lock); Rural health; Rural area; Medicine; Computer science; Economic growth; Nursing; Business; Psychology; Computer security; Economics; Finance; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007342528,0.0003085816,0.000345312,0.0008584883,0.01166244,0.007175656,0.002962345,0.006118703,0.05099121],"category_scores_gemma":[0.02656275,0.0003549356,0.0003031739,0.001101026,0.007273681,0.004980823,0.007657388,0.008447584,0.005277975],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02008278,"about_ca_system_score_gemma":0.1474352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2571014,"about_ca_topic_score_gemma":0.5744777,"domain_scores_codex":[0.9923967,0.001639487,0.0002020847,0.0006343464,0.00201244,0.003114988],"domain_scores_gemma":[0.902283,0.005570303,0.002736031,0.001025533,0.01148554,0.07689959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006408266,0.0001918223,0.01356973,0.0005965763,0.00002247373,0.0007434867,0.0103596,0.0001334744,0.0005150589,0.02138043,0.8644015,0.08802173],"study_design_scores_gemma":[0.00005006366,0.0001252349,0.01779338,0.002358342,0.00001995547,0.0008573321,0.04611411,0.0002057865,0.0001191824,0.01466033,0.917649,0.00004712807],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007438331,0.004093605,0.0004618133,0.9586136,0.003018644,0.00003309062,0.0001648315,0.00006494361,0.02611113],"genre_scores_gemma":[0.3255783,0.02398676,0.006231846,0.5818395,0.008960812,0.0002044345,0.0006562698,0.0001289332,0.05241314],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9799172,"threshold_uncertainty_score":0.5112098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01353509294181487,"score_gpt":0.4071481939004642,"score_spread":0.3936131009586493,"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."}}