{"id":"W4220656412","doi":"10.1007/s10654-022-00848-7","title":"The Authors Reply","year":2022,"lang":"en","type":"letter","venue":"European Journal of Epidemiology","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":0,"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","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.0303078,0.000359279,0.001141472,0.0001923434,0.000305926,0.00001825405,0.001798039,0.0001718982,0.0005556946],"category_scores_gemma":[0.05866989,0.0002201224,0.0005285225,0.0001320023,0.000385288,0.00007802821,0.0004165569,0.007729749,0.00003961362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001820392,"about_ca_system_score_gemma":0.0001018669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000198136,"about_ca_topic_score_gemma":4.422896e-7,"domain_scores_codex":[0.9758732,0.0194843,0.003174524,0.0003572516,0.0003601839,0.0007505608],"domain_scores_gemma":[0.9671605,0.02667078,0.004846932,0.0009803091,0.000245177,0.0000963429],"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":[0.00002924438,0.000007797799,0.00001843993,0.00002311431,0.0001084948,0.002107042,0.00005517997,0.000006011328,0.000004538344,0.01123379,0.9827412,0.003665157],"study_design_scores_gemma":[0.0000712723,0.0004825023,0.00001330917,0.00005506344,0.000056244,0.0009487197,0.0000209568,0.000002946021,0.000003325879,0.2974528,0.7007471,0.0001457517],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00003653821,0.001706647,0.0412299,0.9366354,0.002236424,0.0001914302,0.00001478684,0.000130649,0.01781825],"genre_scores_gemma":[0.00007114822,0.001384992,0.08464765,0.8964831,0.007870809,0.000008818715,0.00001751175,0.0002325582,0.00928337],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.286219,"threshold_uncertainty_score":0.9985022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3301344712296689,"score_gpt":0.4445804757561594,"score_spread":0.1144460045264906,"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."}}