{"id":"W1971323229","doi":"10.1089/jpm.2000.3.4.441","title":"Physician Board Certification in Hospice and Palliative Medicine","year":2000,"lang":"en","type":"article","venue":"Journal of Palliative Medicine","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Division of Graduate Education","keywords":"Accreditation; Medicine; Certification; Specialty; Family medicine; Palliative care; Board certification; Nursing; Professional association; Continuing medical education; Medical education; Continuing education; Management","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008011949,0.00030958,0.001347346,0.0004499133,0.00004557177,0.000004490244,0.0001687719,0.0001236873,0.0006177718],"category_scores_gemma":[0.001018273,0.0002048664,0.0001117795,0.0007227595,0.0006624133,0.0001812145,0.00001741423,0.000544772,0.00001134707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002112614,"about_ca_system_score_gemma":0.0001059116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002730887,"about_ca_topic_score_gemma":0.00004911541,"domain_scores_codex":[0.9971222,0.0001649826,0.001310762,0.0002825844,0.0008215536,0.0002979529],"domain_scores_gemma":[0.9973027,0.0006124239,0.0008663479,0.0002422314,0.0007001593,0.0002761862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003321388,0.000717775,0.7724407,0.0007493731,0.0008140905,0.0004526031,0.05840802,0.00005171041,0.02764148,0.001162089,0.01046522,0.1237755],"study_design_scores_gemma":[0.01132645,0.004692693,0.9078944,0.01267693,0.0005440416,0.00001668047,0.008796896,0.0002800139,0.003904277,0.001952424,0.047634,0.0002812138],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.945231,0.01883487,0.0005534989,0.02366018,0.0002819094,0.0004008572,0.000007125458,0.00001622089,0.01101431],"genre_scores_gemma":[0.9735974,0.02086497,0.001602025,0.001823117,0.001227433,0.00000751328,0.0000154846,0.00003083957,0.0008312252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1354536,"threshold_uncertainty_score":0.8354208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.11750526821595,"score_gpt":0.4218147841201814,"score_spread":0.3043095159042313,"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."}}