{"id":"W2972327833","doi":"10.1186/s12874-019-0827-4","title":"Graphical comparisons of relative disease burden across multiple risk factors","year":2019,"lang":"en","type":"article","venue":"BMC Medical Research Methodology","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; McMaster University; Population Health Research Institute","funders":"Health Research Board","keywords":"Disease; Burden of disease; Medicine; Computer science; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01632642,0.0002273944,0.001041418,0.0002800623,0.000121959,0.000008443185,0.0005967563,0.0004158946,0.002218809],"category_scores_gemma":[0.1616851,0.0001673075,0.0003287986,0.0007268002,0.001773927,0.0000635964,0.0009854761,0.002171454,0.0002155216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001173336,"about_ca_system_score_gemma":0.000789137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001094605,"about_ca_topic_score_gemma":0.0001101261,"domain_scores_codex":[0.9872643,0.007452418,0.0007070326,0.0007225412,0.002803456,0.001050252],"domain_scores_gemma":[0.9423292,0.05469123,0.0001918621,0.0009708684,0.0004187766,0.001398051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002138838,0.0002689177,0.9778682,0.0004079243,0.0003310372,0.00008430274,0.0009347095,0.00001701121,0.001458257,0.00162344,0.01221394,0.002653399],"study_design_scores_gemma":[0.006415251,0.00110109,0.9276159,0.0003801031,0.000200781,0.00001653964,0.006487788,0.01319211,0.001823916,0.001007888,0.04147757,0.0002810778],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8947783,0.0004559546,0.09922925,0.001664813,0.0002747762,0.001062945,0.00006621268,0.00005596796,0.002411835],"genre_scores_gemma":[0.9476604,0.0003541975,0.0493493,0.00009619059,0.0002161269,0.00006078559,0.00006404839,0.0000366285,0.002162341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1453587,"threshold_uncertainty_score":0.9986933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.341606675089123,"score_gpt":0.5272008957352242,"score_spread":0.1855942206461012,"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."}}