{"id":"W4385699193","doi":"10.1080/00220973.2023.2243593","title":"Optimal Practices for Mediation Analysis in AB Single Case Experimental Designs","year":2023,"lang":"en","type":"article","venue":"The Journal of Experimental Education","topic":"Behavioral and Psychological Studies","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Institute of Education Sciences","keywords":"Mediation; Computer science; Psychology; Political science; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.0007264089,0.0001062884,0.0001891362,0.0002396316,0.0001374768,0.00002708611,0.0001457668,0.00005935874,0.0005873701],"category_scores_gemma":[0.00006598093,0.00007079318,0.0001235546,0.0006419038,0.00005901969,0.0001854812,0.00002210035,0.0001190166,0.00004058982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001261754,"about_ca_system_score_gemma":0.0000294517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002545608,"about_ca_topic_score_gemma":0.00002213722,"domain_scores_codex":[0.9989277,0.000218715,0.0003995311,0.0001246525,0.0001524221,0.0001769968],"domain_scores_gemma":[0.9988276,0.0002896009,0.0006356504,0.0001222431,0.00006929453,0.00005566138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"qualitative","study_design_scores_codex":[0.003987971,0.01609948,0.01697491,0.00001161727,0.001246237,0.0002555829,0.1593732,0.0006306901,0.7320031,0.0007325726,0.0511719,0.01751277],"study_design_scores_gemma":[0.003585805,0.005506521,0.07931161,0.00003421061,0.0009737917,0.002005334,0.8001336,0.0002436985,0.1001096,0.0002222425,0.007272806,0.0006007609],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935212,0.003388548,0.0001057343,0.0007078719,0.001226307,0.0002633365,0.000004799627,0.00001322317,0.0007689949],"genre_scores_gemma":[0.9985046,0.00002535392,0.0005379288,0.0001206383,0.000290497,0.00009141635,0.00001257092,0.000009340946,0.0004076592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6407604,"threshold_uncertainty_score":0.6431291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4461270753379195,"score_gpt":0.497787297362506,"score_spread":0.05166022202458659,"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."}}