{"id":"W7161978105","doi":"10.82308/32475","title":"Applying a multiverse approach in ReACH cohort studies to examine the impact of Prenatal Alcohol Exposure data harmonization and analytical choices on research findings","year":2023,"lang":"en","type":"dissertation","venue":"","topic":"Prenatal Substance Exposure Effects","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Harmonization; Pooling; Covariate; Construct (python library); Robustness (evolution); Statistical power; Cohort study; Biostatistics; Cohort","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4415784,0.001929939,0.004072386,0.01436337,0.003389046,0.005162476,0.003746827,0.002893814,0.006910989],"category_scores_gemma":[0.5765979,0.001721762,0.01149122,0.01635696,0.004698039,0.002898327,0.01015103,0.003709727,0.0004798426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004904428,"about_ca_system_score_gemma":0.0110201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01350627,"about_ca_topic_score_gemma":0.01406974,"domain_scores_codex":[0.4537277,0.4702755,0.0304797,0.01836685,0.02484093,0.002309446],"domain_scores_gemma":[0.4521272,0.4322714,0.02623751,0.0724017,0.01580459,0.001157666],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.006289149,0.0007982239,0.1644169,0.02807477,0.1302092,0.001405413,0.03555403,0.0229751,0.006769837,0.2031549,0.02001804,0.3803345],"study_design_scores_gemma":[0.003023222,0.007164112,0.1982998,0.01014825,0.04035828,0.00122266,0.01548776,0.07803969,0.01904537,0.4273439,0.1986571,0.001209868],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03260729,0.00439259,0.93207,0.002612403,0.0008878715,0.01824254,0.003539908,0.001011386,0.004636079],"genre_scores_gemma":[0.1626801,0.00076206,0.795846,0.001148885,0.0001727736,0.03705403,0.0008955623,0.0004135038,0.001027015],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5584216,"threshold_uncertainty_score":0.6886333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1853680570949499,"score_gpt":0.4560482822498595,"score_spread":0.2706802251549097,"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."}}