{"id":"W2162886381","doi":"10.1001/jama.296.20.2467","title":"Public Roles of US Physicians","year":2006,"lang":"en","type":"article","venue":"JAMA","topic":"Nursing Education, Practice, and Leadership","field":"Nursing","cited_by":200,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Harvard Kennedy School; Harvard University; Yale University; Massachusetts General Hospital","keywords":"Medicine; Specialty; Family medicine; Ethnic group; Politics; Public health; Graduation (instrument); Nursing","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":[0.002487114,0.0001866752,0.0001200742,0.0008031233,0.002089246,0.001731019,0.0003756761,0.0008220134,0.008799015],"category_scores_gemma":[0.01242775,0.0001665278,0.0001493865,0.0006386982,0.001360537,0.00078475,0.002127878,0.0007574622,0.0006397826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001731893,"about_ca_system_score_gemma":0.003419602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005186666,"about_ca_topic_score_gemma":0.008934251,"domain_scores_codex":[0.9965043,0.001821393,0.00009973578,0.0001919534,0.0005121374,0.0008704384],"domain_scores_gemma":[0.985235,0.003626143,0.003650668,0.0004607565,0.001100767,0.005926746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002538731,0.0004007553,0.742508,0.0002810981,0.00006186279,0.001355443,0.06029452,0.0003596846,0.002255501,0.00740369,0.04239259,0.1424331],"study_design_scores_gemma":[0.00006406518,0.0003723387,0.792616,0.0003672045,0.00003016578,0.001950398,0.06232002,0.0004050554,0.0004557713,0.002543789,0.1388487,0.00002655049],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9171156,0.00256897,0.0006181919,0.0250136,0.0002595394,0.00005473339,0.0002283448,0.00004442119,0.05409658],"genre_scores_gemma":[0.9956877,0.0005410316,0.0001449137,0.001338186,0.0001232207,0.00001620434,0.00007019286,0.000004196148,0.002074467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008799015,"threshold_uncertainty_score":0.02943563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03217614482227099,"score_gpt":0.2887207533577102,"score_spread":0.2565446085354393,"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."}}