{"id":"W4383752971","doi":"10.22454/fammed.2023.996183","title":"Comparing Practice Intentions and Patterns of Family Physicians in Canada","year":2023,"lang":"en","type":"article","venue":"Family Medicine","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"College of Family Physicians of Canada; Public Health Ontario; University of Toronto","funders":"College of Family Physicians of Canada","keywords":"Family medicine; Medicine; Scope of practice; Nursing; Health care","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0006921289,0.0001085358,0.0004552667,0.0001816358,0.0001556572,9.166815e-7,0.0001165445,0.00005213787,0.0000332623],"category_scores_gemma":[0.0004771695,0.00009251333,0.00001686422,0.0004378338,0.00003981696,0.00009340944,0.0001146325,0.0004763406,0.00001653833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005261048,"about_ca_system_score_gemma":0.00197929,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9367865,"about_ca_topic_score_gemma":0.8962023,"domain_scores_codex":[0.9981846,0.0002383636,0.0006164429,0.0001807086,0.0003707866,0.000409147],"domain_scores_gemma":[0.9978878,0.001434786,0.0002138932,0.0002149923,0.0001506819,0.00009783345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003734825,0.00001709423,0.8661976,0.0005636198,0.00002144039,0.00004574556,0.003038574,0.000006521323,0.0009461035,0.0005182555,0.1256506,0.002957049],"study_design_scores_gemma":[0.001000641,0.00004465242,0.8966147,0.0005890548,0.00002379059,6.717227e-7,0.06035408,0.000125632,0.000002203574,0.00005162163,0.04112408,0.00006883661],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9462689,0.0005302892,0.00007774081,0.02160427,0.001314511,0.0003856902,0.00003318574,0.00005009407,0.02973529],"genre_scores_gemma":[0.9671698,0.001149622,0.00003894882,0.03086456,0.0001717935,0.00004082587,0.00004553001,0.00001504299,0.0005038852],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0845265,"threshold_uncertainty_score":0.3772584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1539625043569851,"score_gpt":0.4490954478832415,"score_spread":0.2951329435262565,"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."}}