{"id":"W2592057803","doi":"10.1007/s10654-017-0227-1","title":"On Progress in Epidemiologic Academia","year":2017,"lang":"en","type":"review","venue":"European Journal of Epidemiology","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Epidemiology; Public health; Environmental health; Family medicine; Pathology","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":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.02424567,0.0006310338,0.006548718,0.0008409145,0.00006837623,0.00001531958,0.001146601,0.0004760335,0.0002244464],"category_scores_gemma":[0.01978887,0.0003984458,0.001471607,0.0001513227,0.0005951446,0.0000967184,0.0002675023,0.004385442,0.0004121379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003676699,"about_ca_system_score_gemma":0.0005090272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001196319,"about_ca_topic_score_gemma":4.047315e-7,"domain_scores_codex":[0.9840956,0.01015932,0.004194838,0.0005819586,0.0002061419,0.0007621844],"domain_scores_gemma":[0.9877406,0.004714209,0.00611119,0.0009606685,0.00008894325,0.0003843433],"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":[0.0001137588,0.0001225456,0.0007927598,0.006492209,0.0004039956,0.005226015,0.000008314472,0.000009222578,4.088319e-9,0.004800676,0.0395193,0.9425112],"study_design_scores_gemma":[0.0009911095,0.001071771,0.00401895,0.03825306,0.001032557,0.0009225901,0.000006957078,0.000005022279,4.328371e-9,0.001380278,0.9520599,0.0002578301],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001932531,0.9667521,0.00005808128,0.001820227,0.0006489573,0.0005888641,0.000008236947,0.00002590163,0.03007828],"genre_scores_gemma":[0.0001152862,0.9956885,0.0009801141,0.001166733,0.001324857,0.000009630767,0.00004303838,0.00009467059,0.0005771997],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9422534,"threshold_uncertainty_score":0.9998468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4559378724894456,"score_gpt":0.5241399654739934,"score_spread":0.06820209298454782,"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."}}