{"id":"W4285195471","doi":"10.1177/20543581221080327","title":"Can Peer Review Be Kinder? Supportive Peer Review: A Re-Commitment to Kindness and a Call to Action","year":2022,"lang":"en","type":"editorial","venue":"Canadian Journal of Kidney Health and Disease","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of Toronto; Memorial University of Newfoundland; University of Guelph; Université de Montréal; University of Calgary; Orthopaedic Innovation Centre; University of Alberta; St. Joseph’s Healthcare Hamilton; University of Manitoba; Ottawa Hospital; University of British Columbia; Kidney Foundation of Canada; Queen's University; McMaster University; University of Prince Edward Island; University of Ottawa; McGill University; Nova Scotia Health Authority; Impact","funders":"","keywords":"Kindness; Medicine; Humanities; Political science; Philosophy; Law","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2119395,0.002958118,0.006220779,0.006278111,0.006593356,0.0253248,0.008040936,0.02878769,0.005810311],"category_scores_gemma":[0.578807,0.001716473,0.004218219,0.003610513,0.01827123,0.02312798,0.005958631,0.05866406,0.008765828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006790749,"about_ca_system_score_gemma":0.02260101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002469894,"about_ca_topic_score_gemma":0.006384693,"domain_scores_codex":[0.7668425,0.1009724,0.03385764,0.008301797,0.08660325,0.0034224],"domain_scores_gemma":[0.2863691,0.4137822,0.02741961,0.02901923,0.2175132,0.0258967],"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":[0.00007432434,0.00001317471,0.00006198305,0.001831869,0.0001377383,0.0001204707,0.0005281895,0.00005105238,0.00009217778,0.004863034,0.9711926,0.0210335],"study_design_scores_gemma":[0.0001224997,0.00004053615,0.0001811262,0.004529494,0.0001463993,0.0003545102,0.0004560024,0.0003629372,0.0001157803,0.02498821,0.9685876,0.0001148346],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00004336722,0.01534336,0.001591592,0.3034298,0.6788212,0.00004983208,0.00002176672,0.00009610305,0.0006029473],"genre_scores_gemma":[0.002273324,0.01853551,0.00271151,0.1576208,0.8157358,0.0001401662,0.00003245985,0.0001792962,0.002771098],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.7880605,"threshold_uncertainty_score":0.9718189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4587597962924367,"score_gpt":0.5168837507849938,"score_spread":0.05812395449255714,"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."}}