{"id":"W2989909482","doi":"10.22454/primer.2019.635563","title":"If You Build It They Will Come…and Stay: A Community-Based Family Medicine Program","year":2019,"lang":"en","type":"article","venue":"PRiMER","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Regent Park Community Health Centre; University of Toronto","funders":"Department of Family and Community Medicine, University of Toronto; University of Toronto","keywords":"Graduation (instrument); Government (linguistics); Tracking (education); Medical education; Medicine; Population; Economic shortage; Work (physics); Family medicine; Psychology; Pedagogy; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008590578,0.0001442955,0.00008152399,0.0002512967,0.004526126,0.0008317282,0.0009614098,0.0005868554,0.01141266],"category_scores_gemma":[0.001131504,0.0001816019,0.0001493247,0.0002586722,0.001427702,0.0007501342,0.002672415,0.001153272,0.0009694435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004522498,"about_ca_system_score_gemma":0.02404359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1328013,"about_ca_topic_score_gemma":0.5376152,"domain_scores_codex":[0.9994642,0.0001044195,0.000008822287,0.00003846309,0.00008120596,0.0003028641],"domain_scores_gemma":[0.9961125,0.00007268792,0.00007910316,0.00003194831,0.0001148374,0.003588974],"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":[0.0003336867,0.004794452,0.2112987,0.001021847,0.00003751427,0.005861479,0.09187671,0.0002628455,0.006624485,0.001755926,0.2231835,0.4529489],"study_design_scores_gemma":[0.0001906133,0.001986667,0.6471576,0.001222534,0.00002791327,0.002572473,0.1211571,0.0002480409,0.0006811622,0.0005767831,0.2241239,0.00005513446],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9262688,0.001532931,0.0005242332,0.03272162,0.0003793249,0.0007679107,0.0003541376,0.0001220962,0.03732902],"genre_scores_gemma":[0.9676484,0.001577758,0.002334046,0.008649472,0.0001807071,0.0002299455,0.0003079558,0.00002077585,0.01905088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1328013,"threshold_uncertainty_score":0.2640566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07495541452280433,"score_gpt":0.4520788198350653,"score_spread":0.377123405312261,"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."}}