{"id":"W2066485717","doi":"10.1097/phh.0b013e31821138ae","title":"Extending the Reach","year":2011,"lang":"en","type":"article","venue":"Journal of Public Health Management and Practice","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"Emergent BioSolutions (Canada)","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02800818,0.0001036509,0.0002220002,0.0002592736,0.001263153,0.00004268299,0.0002766358,0.00006968607,0.00036527],"category_scores_gemma":[0.002196878,0.00006511969,0.00004099957,0.0003838601,0.00005345198,0.001173705,0.0001243354,0.0008044447,0.00004538038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002437223,"about_ca_system_score_gemma":0.0008308567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009001084,"about_ca_topic_score_gemma":0.0000251096,"domain_scores_codex":[0.9948347,0.002933374,0.001033807,0.0001196185,0.0003723789,0.000706177],"domain_scores_gemma":[0.9954361,0.001723024,0.001698823,0.0002479611,0.0003923948,0.000501721],"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":[0.00008915759,0.0002421992,0.00534098,0.0006215904,0.000145241,0.00001196307,0.05256784,1.395645e-7,5.613649e-7,0.2039286,0.4269952,0.3100564],"study_design_scores_gemma":[0.0003430863,0.0001443642,0.065359,0.00006560134,0.0000232791,0.00005841205,0.05497751,0.00000888336,3.821107e-8,0.001011098,0.8779572,0.00005148376],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.009655021,0.003746495,0.005966025,0.6220118,0.004063258,0.0009085968,0.000002021093,0.00003546148,0.3536114],"genre_scores_gemma":[0.5471193,0.06765123,0.03858949,0.3162982,0.006886233,0.000169557,0.000009201515,0.00009454862,0.02318226],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5374643,"threshold_uncertainty_score":0.9715278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4271913489560101,"score_gpt":0.5394595171175225,"score_spread":0.1122681681615124,"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."}}