{"id":"W4319439088","doi":"10.1177/13563890221149452","title":"The use of mediation analysis in evaluation of complex health interventions","year":2023,"lang":"en","type":"article","venue":"Evaluation","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Economic and Social Research Council; Bill and Melinda Gates Foundation","keywords":"Mediation; Causal inference; Intervention (counseling); Context (archaeology); Psychological intervention; Randomized controlled trial; Quality (philosophy); Psychology; Inference; Applied psychology; Medicine; Nursing; Computer science; Sociology; Social science","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"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.05197472,0.00007003259,0.0002673905,0.0009312326,0.0004299383,0.000007936819,0.0001497563,0.00005256333,0.0007519985],"category_scores_gemma":[0.01327706,0.00005756837,0.0001029303,0.004696003,0.00006837781,0.0002634731,0.00005382435,0.0001392083,0.00007056441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006629337,"about_ca_system_score_gemma":0.001798227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001432231,"about_ca_topic_score_gemma":0.01772338,"domain_scores_codex":[0.9855596,0.009487711,0.002112473,0.000212117,0.002253955,0.0003741533],"domain_scores_gemma":[0.9924663,0.003884271,0.001443484,0.0003684872,0.001770612,0.00006682647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006652805,0.0001302813,0.4931772,0.0007248699,0.0002511143,7.234584e-8,0.06450524,0.1667741,0.0008465957,0.003822561,0.04364454,0.2260569],"study_design_scores_gemma":[0.0005854354,0.00002911665,0.6219926,0.00004840867,0.00007918852,1.507478e-8,0.001854006,0.3738052,0.000006087367,0.0006883151,0.0008844316,0.00002710933],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9763778,0.00004833482,0.002482265,0.01712788,0.000377259,0.003253828,0.0001028734,0.00003392369,0.0001958748],"genre_scores_gemma":[0.998071,0.0000717038,0.0003795004,0.0004991562,0.00003582162,0.0005467657,0.000309887,0.000006629253,0.00007951864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2260298,"threshold_uncertainty_score":0.9950345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9517514639979373,"score_gpt":0.7979085226517668,"score_spread":0.1538429413461705,"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."}}