{"id":"W1984706038","doi":"10.1177/1553350614531660","title":"Transatlantic Peer-to-Peer Learning","year":2014,"lang":"en","type":"article","venue":"Surgical Innovation","topic":"Innovations in Medical Education","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Wilson Centre; University of Toronto","funders":"","keywords":"Peer feedback; Upload; Peer learning; Medical education; Peer review; Medicine; Peer support; Peer group; Psychology; World Wide Web; Computer science; Mathematics education; Nursing; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01101371,0.0005865261,0.0005165248,0.000610957,0.001756784,0.004055177,0.002747286,0.001185536,0.03338367],"category_scores_gemma":[0.02361572,0.0002095532,0.0003592539,0.0008397091,0.002338362,0.002908257,0.007796407,0.001483185,0.01163679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006681549,"about_ca_system_score_gemma":0.003108516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005263659,"about_ca_topic_score_gemma":0.0006637542,"domain_scores_codex":[0.9788666,0.01400034,0.000735075,0.001973719,0.003756989,0.0006673602],"domain_scores_gemma":[0.977467,0.009046374,0.00250185,0.003955405,0.004405902,0.002623544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005001352,0.001853471,0.007247292,0.002656094,0.0001203895,0.001086771,0.02986233,0.001270841,0.008274012,0.01430137,0.02706191,0.9057654],"study_design_scores_gemma":[0.000597891,0.007366908,0.0182587,0.003351416,0.0001703237,0.0106245,0.04802424,0.01284023,0.01566651,0.08140399,0.8014126,0.000282615],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2336575,0.004082786,0.2939702,0.0103316,0.001604202,0.005092777,0.0004744521,0.003989433,0.4467971],"genre_scores_gemma":[0.7976196,0.002593432,0.1326293,0.00180338,0.0006845011,0.002303115,0.000345829,0.0003293827,0.06169148],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03338367,"threshold_uncertainty_score":0.1116795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01978226750257202,"score_gpt":0.3361477867907993,"score_spread":0.3163655192882273,"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."}}