{"id":"W4253492314","doi":"10.3410/f.4471956.4324054","title":"Faculty Opinions recommendation of Research learning from the UK Quality and Outcomes Framework: a review of existing research.","year":2010,"lang":"en","type":"review","venue":"Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Quality (philosophy); Medical education; Data science; Computer science; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.09166435,0.001646738,0.006035078,0.0152403,0.002361171,0.01026073,0.006852265,0.01398747,0.1502526],"category_scores_gemma":[0.3663055,0.001758066,0.006119341,0.02527704,0.002797522,0.008420571,0.004482778,0.009217535,0.1083954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009990558,"about_ca_system_score_gemma":0.04992946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01773735,"about_ca_topic_score_gemma":0.04065893,"domain_scores_codex":[0.8995171,0.02336565,0.01725462,0.002312414,0.05401339,0.003536808],"domain_scores_gemma":[0.5271601,0.06860621,0.03809741,0.01762566,0.3199572,0.02855335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0000919755,0.00003732783,0.0001442112,0.005214938,0.0000655132,0.00003328785,0.00005506005,0.00001424781,0.0001589182,0.0004081108,0.9386536,0.05512263],"study_design_scores_gemma":[0.0003958878,0.00009578087,0.002689735,0.01449907,0.0003166436,0.00009803785,0.0001815017,0.0001226319,0.0003592716,0.001358705,0.9798067,0.00007614951],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0009460514,0.08497881,0.01067209,0.4978374,0.2209477,0.01939877,0.03375078,0.001871059,0.1295972],"genre_scores_gemma":[0.01468453,0.2289788,0.06603376,0.2028071,0.09848659,0.02163401,0.03489207,0.002576018,0.3299071],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1502526,"threshold_uncertainty_score":0.502645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3514638688620035,"score_gpt":0.5855361013544679,"score_spread":0.2340722324924644,"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."}}