{"id":"W4283706297","doi":"10.1016/j.cgh.2022.05.018","title":"How to Train the Next Generation to Provide High-Quality Peer-Reviews","year":2022,"lang":"en","type":"article","venue":"Clinical Gastroenterology and Hepatology","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Scopus; Peer review; Scholarship; Medical education; Technical peer review; Citation; Library science; Scope (computer science); MEDLINE; Computer science; Political science","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1269862,0.00219889,0.003139951,0.007533827,0.007457663,0.03502143,0.006421431,0.01698802,0.2023203],"category_scores_gemma":[0.3928499,0.003146938,0.00333678,0.003253787,0.004897649,0.0346521,0.01843802,0.0157086,0.2526242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005492725,"about_ca_system_score_gemma":0.07724652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004319025,"about_ca_topic_score_gemma":0.0112669,"domain_scores_codex":[0.8810028,0.04738873,0.01008374,0.006131739,0.04852723,0.006865648],"domain_scores_gemma":[0.2744373,0.08023679,0.02876267,0.03891363,0.358481,0.2191685],"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":[0.00007455034,0.000259678,0.001100413,0.0008619239,0.00005459584,0.0001939702,0.0006030101,0.0001653259,0.0005341959,0.001597152,0.8814952,0.11306],"study_design_scores_gemma":[0.0001986824,0.0001673412,0.002514041,0.001446041,0.00005468744,0.0004653416,0.001767162,0.0004679931,0.0006146271,0.008982427,0.9831235,0.0001981735],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002097977,0.007721959,0.02803569,0.8185934,0.08988122,0.003249649,0.001175635,0.007917419,0.04132704],"genre_scores_gemma":[0.03350091,0.02508011,0.2506478,0.3006808,0.07613684,0.01307975,0.003890156,0.006478657,0.290505],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.8730138,"threshold_uncertainty_score":0.6768289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5008097042491926,"score_gpt":0.5155656056476078,"score_spread":0.01475590139841521,"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."}}