{"id":"W7110817334","doi":"10.1371/journal.pone.0322175.s003","title":"Physician specialties classification.","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Referral; Poisson regression; Primary care; Primary health care; Health care; General practice; Clinical Practice; Medical home","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":[0.000483528,0.0008370178,0.0005551819,0.00401628,0.001484614,0.0009240787,0.001532809,0.000542673,0.07867718],"category_scores_gemma":[0.005125502,0.0002504116,0.000652781,0.006992907,0.0004172796,0.0007009439,0.001209173,0.0009000933,0.02310917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004978758,"about_ca_system_score_gemma":0.009042125,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5305291,"about_ca_topic_score_gemma":0.5468765,"domain_scores_codex":[0.9984508,0.00007355838,0.0001774145,0.0001768526,0.0006268069,0.0004945879],"domain_scores_gemma":[0.9961118,0.0001466986,0.00141391,0.0001459726,0.00151011,0.0006715881],"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":[0.0003084648,0.0001070968,0.2874561,0.001051494,0.00008268777,0.0004701903,0.00117886,0.0002993227,0.0005517249,0.002269328,0.6630554,0.0431693],"study_design_scores_gemma":[0.0001226107,0.00007167353,0.6875471,0.0005206,0.00003329653,0.0006378963,0.0005426394,0.0004827034,0.00008489692,0.0006933715,0.3092375,0.00002564789],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.07123557,0.003873075,0.0008010184,0.004383994,0.0008407893,0.001077016,0.7354665,0.000545772,0.1817762],"genre_scores_gemma":[0.3207108,0.003815131,0.002163171,0.003019426,0.0009636807,0.001152655,0.5790539,0.0002442921,0.08887695],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5305291,"threshold_uncertainty_score":0.9444715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05427710461872155,"score_gpt":0.2846510571133903,"score_spread":0.2303739524946687,"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."}}