{"id":"W3180627976","doi":"10.36834/cmej.72945","title":"Writing, reading, and critiquing reviews","year":2021,"lang":"en","type":"editorial","venue":"Canadian Medical Education Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of Ottawa","funders":"","keywords":"Reading (process); Computer science; Data science; Information retrieval; World Wide Web; Linguistics; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.04173215,0.006045353,0.008303287,0.01533061,0.007193178,0.01935705,0.006879612,0.0219417,0.01798256],"category_scores_gemma":[0.2011126,0.002429002,0.004633763,0.006616537,0.005512478,0.004981206,0.002607537,0.02056441,0.01549657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01179892,"about_ca_system_score_gemma":0.02817272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01258445,"about_ca_topic_score_gemma":0.04480018,"domain_scores_codex":[0.9462681,0.01258149,0.008382238,0.002676068,0.02809094,0.002001228],"domain_scores_gemma":[0.6804948,0.1078046,0.0157247,0.0066613,0.1688294,0.02048529],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003391813,0.000008959111,0.00002085113,0.000473686,0.00002986524,0.00004207238,0.00002131092,0.00001313556,0.00003210793,0.0001739721,0.9958463,0.003303641],"study_design_scores_gemma":[0.0001540773,0.00003450552,0.000262867,0.002649424,0.0001908005,0.000139809,0.0001337343,0.0001855596,0.0001229385,0.00126905,0.9948056,0.00005152273],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002426105,0.006728231,0.0001628233,0.02866688,0.9626825,0.0001039276,0.00009107489,0.00006264896,0.00147762],"genre_scores_gemma":[0.0003634951,0.007728297,0.0005613334,0.02209282,0.9610431,0.0001885568,0.00008850604,0.00008375621,0.007850136],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.9582679,"threshold_uncertainty_score":0.2207033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01253313410835164,"score_gpt":0.3640670756989389,"score_spread":0.3515339415905872,"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."}}