{"id":"W2267974331","doi":"","title":"Developing, Testing and Interpreting a Cross Age Peer Tutoring Intervention for Mathematics: Social Interdependence,Systematic Reviews and an Empirical Study.","year":2015,"lang":"en","type":"dissertation","venue":"Durham e-Theses (Durham University)","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institute for Theoretical Astrophysics","keywords":"Peer tutor; Mathematics education; Interdependence; Fidelity; Intervention (counseling); Test (biology); Psychology; Interpersonal communication; Session (web analytics); Computer science; Medical education; Pedagogy; Social psychology; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.007914248,0.0005744091,0.001321411,0.0007772159,0.0006983455,0.0003500687,0.0004778856,0.0004471525,0.00004258123],"category_scores_gemma":[0.007906971,0.0005591798,0.0001912437,0.0005211377,0.0001315941,0.0003425074,0.0001942648,0.0009344563,0.0000139044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003460771,"about_ca_system_score_gemma":0.00009165467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002018659,"about_ca_topic_score_gemma":0.0002301464,"domain_scores_codex":[0.9946229,0.00264291,0.0009821377,0.0009099899,0.0003738269,0.0004682172],"domain_scores_gemma":[0.9959947,0.001439668,0.001292827,0.0003524333,0.0007989411,0.0001213833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001204405,0.001378515,0.03507733,0.04886496,0.001412401,0.0004367558,0.8630345,0.000002683267,0.0003283092,0.006620272,0.0008459373,0.04079393],"study_design_scores_gemma":[0.008170453,0.004185534,0.06822365,0.04915548,0.002540096,0.0002515616,0.8273067,0.00103282,0.00005427205,0.006061455,0.02872721,0.004290704],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9734892,0.0002655795,0.009562084,0.00003033664,0.001026144,0.00267889,0.00001575975,0.0002208074,0.01271119],"genre_scores_gemma":[0.9001582,0.000009316994,0.03096093,0.00005587897,0.0005423664,0.0001501398,0.0002120163,0.000190528,0.06772061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.073331,"threshold_uncertainty_score":0.9996859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2378560920234369,"score_gpt":0.5036081088447159,"score_spread":0.2657520168212789,"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."}}