{"id":"W2417381186","doi":"10.1097/ede.0000000000000485","title":"Commentary","year":2016,"lang":"en","type":"letter","venue":"Epidemiology","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec; McGill University Health Centre; Canadian Institutes of Health Research","funders":"","keywords":"Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005266849,0.0009465542,0.00120216,0.001887477,0.003478338,0.006660427,0.004307453,0.01276164,0.363476],"category_scores_gemma":[0.05129293,0.000529621,0.001817793,0.001437749,0.002634817,0.00464696,0.003929884,0.01115687,0.1420313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005133741,"about_ca_system_score_gemma":0.01370187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006834573,"about_ca_topic_score_gemma":0.007559104,"domain_scores_codex":[0.9938857,0.001525847,0.0004251801,0.0009498259,0.002330585,0.0008827639],"domain_scores_gemma":[0.9809579,0.006256898,0.000735127,0.001790093,0.007963581,0.002296552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002730767,0.000005265159,0.00003140558,0.0002166925,0.00000483919,0.00007025892,0.00005024507,0.00001087154,0.00001962103,0.004179277,0.9859554,0.009428961],"study_design_scores_gemma":[0.000014365,0.00000578949,0.00007851725,0.0005554999,0.000005139952,0.0001013897,0.00006840146,0.0000120536,0.00003443245,0.001814515,0.9973049,0.000004965591],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000466095,0.01336565,0.0008301826,0.4772112,0.280996,0.0002588417,0.004001269,0.0005431295,0.2223276],"genre_scores_gemma":[0.00810582,0.01093444,0.0009167577,0.5418829,0.0709683,0.0006115497,0.002852763,0.0006551647,0.3630723],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.363476,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3637801306346827,"score_gpt":0.4849162716428969,"score_spread":0.1211361410082142,"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."}}