{"id":"W4255746560","doi":"10.1093/eurpub/ckz149","title":"European Public Health News","year":2019,"lang":"en","type":"article","venue":"European Journal of Public Health","topic":"Health and Medical Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public health; Political science; Business; Medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.08430155,0.0003646868,0.001198607,0.0005301375,0.001432518,0.00006690259,0.0009751162,0.00006573289,0.001694966],"category_scores_gemma":[0.003841297,0.000273455,0.0002514805,0.0007771258,0.0001315146,0.0005122338,0.0003791862,0.002912896,0.006233254],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001059432,"about_ca_system_score_gemma":0.009998617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001939948,"about_ca_topic_score_gemma":0.00009630352,"domain_scores_codex":[0.9347599,0.05434832,0.004901576,0.0005761831,0.001544241,0.00386985],"domain_scores_gemma":[0.9887429,0.0006748212,0.003320868,0.000644864,0.0007957935,0.005820727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001235165,0.0002438098,0.03082779,0.0007552903,0.00007076215,0.00008048616,0.01249804,5.985433e-7,0.000004742165,0.001260713,0.2845942,0.6696512],"study_design_scores_gemma":[0.002209202,0.001382601,0.1400864,0.000403835,0.000002774814,0.00004556842,0.007198333,0.000005063873,6.457064e-8,0.00001734975,0.8484771,0.0001716606],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07485992,0.005862104,0.0160627,0.6591636,0.007524598,0.001575239,0.00003227713,0.0002414479,0.2346781],"genre_scores_gemma":[0.8030578,0.006207412,0.002372403,0.1761369,0.00529087,0.000005529109,0.0000283897,0.0002121275,0.006688606],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7281979,"threshold_uncertainty_score":0.9999717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2910853078207603,"score_gpt":0.450949146303862,"score_spread":0.1598638384831017,"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."}}