{"id":"W4404471000","doi":"10.1177/01632787231217000","title":"Estimating Mediation Effects in ABAB Reversal Designs","year":2024,"lang":"en","type":"article","venue":"Evaluation & the Health Professions","topic":"Behavioral and Psychological Studies","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Institute on Drug Abuse","keywords":"Mediation; Intervention (counseling); Outcome (game theory); Psychology; Psychological intervention; Causal inference; Quasi-experiment; Inference; Variable (mathematics); Computer science; Econometrics; Medicine; Mathematics; Psychiatry; Artificial intelligence","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004694487,0.0001192716,0.0001655913,0.00008793364,0.0004595676,0.00002086675,0.0001252757,0.0001096576,0.001072734],"category_scores_gemma":[0.0003267381,0.00006900839,0.00004503288,0.0005088305,0.00005081173,0.00007562563,0.00004000898,0.0004999742,0.0007149521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001761616,"about_ca_system_score_gemma":0.0001505089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001674995,"about_ca_topic_score_gemma":0.00009856812,"domain_scores_codex":[0.9963543,0.002257515,0.0003975579,0.0003030314,0.0003552342,0.0003323938],"domain_scores_gemma":[0.9984918,0.001067214,0.0001040103,0.0002121892,0.00005574779,0.00006905786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00007827081,0.0003511616,0.009593595,0.0002097471,0.00004292555,0.00001359927,0.0586602,0.000155853,0.0001213388,0.01337052,0.1144042,0.8029986],"study_design_scores_gemma":[0.001402074,0.0005439454,0.925368,0.001149036,0.00008475837,0.000009762033,0.003792413,0.02135163,0.000005477018,0.04066264,0.005343967,0.0002862979],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.687184,0.02207875,0.02469951,0.2111869,0.03375068,0.009416186,0.0000253056,0.0007213773,0.01093723],"genre_scores_gemma":[0.9939694,0.0000216813,0.001304085,0.001929295,0.0003449862,0.001389606,0.00002573543,0.0000147433,0.001000438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9157744,"threshold_uncertainty_score":0.9998404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5129719809319946,"score_gpt":0.5496520292627413,"score_spread":0.03668004833074667,"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."}}