{"id":"W4233910395","doi":"10.1086/503412","title":"Discussion","year":2001,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; Canadian Institutes of Health Research; Ottawa Hospital; Canadian Institute for Health Information","funders":"","keywords":"Computer science; World Wide Web; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0007319479,0.0001395181,0.0003889418,0.00006449433,0.00009977001,0.000006166001,0.00004362663,0.0001559662,0.0000715761],"category_scores_gemma":[0.003692273,0.00008517168,0.00006924747,0.00007091978,0.0001260796,0.0001637073,0.00003079862,0.0001840081,0.0000189034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003009524,"about_ca_system_score_gemma":0.000007554373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001067841,"about_ca_topic_score_gemma":0.00004108586,"domain_scores_codex":[0.9988929,0.000222638,0.0003495471,0.0002347238,0.00004137843,0.0002588315],"domain_scores_gemma":[0.9981155,0.001416492,0.0001649468,0.0001628208,0.00005374665,0.00008653845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005299504,0.000129842,0.39064,0.00001973257,0.00004207035,0.000009022589,0.00007928173,0.00001239937,0.0003644616,0.4925934,0.004229717,0.1118271],"study_design_scores_gemma":[0.0004514424,0.0004178641,0.07121553,0.00001721988,0.00002101236,0.00004139072,0.000009949013,0.0006955988,0.00002427892,0.9041768,0.02276749,0.0001614378],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.221009,0.0002124229,0.7612599,0.01208481,0.0003941598,0.0004017176,0.00000414434,0.0006537134,0.003980198],"genre_scores_gemma":[0.9928538,0.0004306494,0.005280468,0.0008203085,0.0001778513,0.00007522164,0.000002425619,0.00001366472,0.0003456589],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7718447,"threshold_uncertainty_score":0.4420262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09288309211094997,"score_gpt":0.4093515311836969,"score_spread":0.316468439072747,"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."}}