{"id":"W3004365348","doi":"10.1097/ede.0000000000001165","title":"A Graphical Description of Partial Exchangeability","year":2020,"lang":"en","type":"review","venue":"Epidemiology","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"National Institute of Allergy and Infectious Diseases; National Institute of Mental Health","keywords":"Context (archaeology); Graphical model; Identification (biology); Computer science; Mathematics; Artificial intelligence; History; Biology","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"],"consensus_categories":[],"category_scores_codex":[0.002491873,0.0003843757,0.004449136,0.0001247247,0.00002527493,0.000001733588,0.0003605738,0.0008318995,0.0001430598],"category_scores_gemma":[0.02859339,0.0002942319,0.0007280356,0.0002820707,0.00037073,0.00005359871,0.0001875034,0.0007630965,0.00002686878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001009249,"about_ca_system_score_gemma":0.0001096718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001437478,"about_ca_topic_score_gemma":0.00000612253,"domain_scores_codex":[0.9946247,0.002592708,0.00177348,0.000547572,0.00009293565,0.0003685579],"domain_scores_gemma":[0.9884958,0.009485689,0.001189887,0.0006340724,0.00006964233,0.0001249398],"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":[0.0000082306,0.00006295852,0.0000363276,0.0142686,0.00009249206,0.000006835719,0.00003429837,3.620154e-8,0.000001263778,0.2931475,0.003717734,0.6886237],"study_design_scores_gemma":[0.00002284664,0.00009884162,0.000001859391,0.001236455,0.0002079461,0.0000150211,0.000001706939,0.000006866704,0.000001404627,0.4636295,0.534643,0.000134517],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002108533,0.8602052,0.1382519,0.0001710115,0.0001495849,0.0006998911,0.00004114628,0.0002494887,0.0002297134],"genre_scores_gemma":[0.00002194762,0.9461597,0.05309681,0.00008581296,0.0002366768,0.0002962734,0.00004054438,0.00004252054,0.00001968646],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6884892,"threshold_uncertainty_score":0.999951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6643106012507909,"score_gpt":0.5440173253947438,"score_spread":0.1202932758560471,"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."}}