{"id":"W2917410695","doi":"10.1097/phh.0000000000000937","title":"State Health Officials: Backgrounds and Qualifications","year":2019,"lang":"en","type":"article","venue":"Journal of Public Health Management and Practice","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public health; Legislature; Context (archaeology); Health policy; State (computer science); Public relations; Quarter (Canadian coin); Political science; Diversity (politics); Medicine; Psychology; Public administration; Nursing; Geography; Law","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":[0.02880577,0.0001577834,0.0004846131,0.0004936012,0.0009632285,0.0001112144,0.0001835346,0.00008240146,0.0002230185],"category_scores_gemma":[0.001206661,0.0001359249,0.0000385409,0.0004993154,0.00004961703,0.001481875,0.0001220225,0.0007463748,0.00009443759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004911993,"about_ca_system_score_gemma":0.00275015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001447065,"about_ca_topic_score_gemma":0.0001082094,"domain_scores_codex":[0.9925692,0.0040839,0.001718572,0.0002335146,0.0004834032,0.0009113798],"domain_scores_gemma":[0.9930307,0.002425697,0.002744452,0.0002933332,0.0005207372,0.0009850756],"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":[0.0001487217,0.0005310923,0.01454686,0.004520547,0.0002490767,0.000003436093,0.04838851,0.000005102457,0.000002760629,0.140567,0.4315577,0.3594792],"study_design_scores_gemma":[0.0007955939,0.0003550784,0.05881181,0.0001464455,0.0000120697,0.00002841845,0.04736577,0.00004770416,1.745682e-8,0.0005580307,0.891784,0.00009506306],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06947295,0.005192259,0.004936687,0.8865199,0.00264124,0.001587497,0.00001657847,0.00004194483,0.02959094],"genre_scores_gemma":[0.458146,0.1266626,0.0248818,0.3522628,0.002892378,0.000121118,0.00006466402,0.0001246859,0.034844],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5342571,"threshold_uncertainty_score":0.9983564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2429927544474309,"score_gpt":0.5394398866511514,"score_spread":0.2964471322037205,"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."}}