{"id":"W4414534971","doi":"10.1007/s10864-025-09600-z","title":"Systematic Review of Single-Case Designs to Identify Mediator Characteristics","year":2025,"lang":"en","type":"article","venue":"Journal of Behavioral Education","topic":"Behavioral and Psychological Studies","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Institute of Education Sciences","keywords":"Mediation; Mediator; Intervention (counseling); Outcome (game theory); Research design; Systematic review","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.131398,0.003972608,0.02633858,0.01206512,0.002253784,0.00471688,0.005541565,0.005793623,0.007825321],"category_scores_gemma":[0.3825493,0.003363903,0.02690881,0.008378088,0.003129583,0.005101396,0.003649652,0.002491852,0.0007219759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008748125,"about_ca_system_score_gemma":0.01718011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006362922,"about_ca_topic_score_gemma":0.02080451,"domain_scores_codex":[0.7777892,0.1182036,0.07565854,0.01214888,0.01489014,0.001309592],"domain_scores_gemma":[0.6125348,0.3085402,0.04737798,0.01822591,0.01198246,0.001338554],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.003521478,0.0001357508,0.00614976,0.6834462,0.2859255,0.0002750293,0.0005391366,0.0003412987,0.0002878854,0.0006749117,0.001065843,0.01763714],"study_design_scores_gemma":[0.01067114,0.001854415,0.01019021,0.2301826,0.7342545,0.0004900398,0.0005531808,0.0006902561,0.0005495567,0.003144312,0.007246765,0.0001730182],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02420505,0.9006792,0.02204831,0.0007622282,0.001432554,0.04573338,0.003770977,0.0001624354,0.001205807],"genre_scores_gemma":[0.4971787,0.2982707,0.07368267,0.003265402,0.0006286686,0.1213675,0.004175643,0.0001436123,0.001287138],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.868602,"threshold_uncertainty_score":0.6949072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.301990219116705,"score_gpt":0.4706626214442562,"score_spread":0.1686724023275512,"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."}}