{"id":"W4243953864","doi":"10.24843/ach.2017.v04.i01.p01","title":"","year":2019,"lang":"","type":"article","venue":"ARCHIVE OF COMMUNITY HEALTH","topic":"Public Health and Nutrition","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Art","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":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0151911,0.0008142064,0.003584194,0.001322162,0.001856751,0.00003886835,0.00157568,0.000353725,0.0002239889],"category_scores_gemma":[0.001781827,0.0008750415,0.0006319828,0.001454922,0.001035282,0.0006842647,0.000978531,0.007801075,0.00009822241],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000861033,"about_ca_system_score_gemma":0.01126348,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1365511,"about_ca_topic_score_gemma":0.009337707,"domain_scores_codex":[0.9720894,0.0187265,0.004116151,0.0005115283,0.001504514,0.003051884],"domain_scores_gemma":[0.9800776,0.007456372,0.002521863,0.00496719,0.000725694,0.004251264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01100752,0.01824121,0.656634,0.07543007,0.0004909888,0.000008388525,0.1027892,0.00002922795,0.004324819,0.01997893,0.002903399,0.1081622],"study_design_scores_gemma":[0.01917281,0.03927095,0.8781113,0.008171625,0.00008066321,0.0001090002,0.03463127,0.0005970643,0.0004556886,0.01027844,0.008639891,0.0004812845],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8781419,0.005764035,0.0008570725,0.1037596,0.0008814011,0.005594211,0.000693992,0.00009440436,0.004213373],"genre_scores_gemma":[0.954217,0.01367942,0.002190369,0.02825665,0.0002734568,0.00004763669,0.001172023,0.00009018874,0.00007324944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2214773,"threshold_uncertainty_score":0.9994427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03787002475123871,"score_gpt":0.3656867619169226,"score_spread":0.3278167371656839,"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."}}