{"id":"W4385660497","doi":"10.1177/27536386231193540","title":"Peer review in Paramedicine: Owning imperfections and striving to optimise","year":2023,"lang":"en","type":"article","venue":"Paramedicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"The Wilson Centre; Regional Municipality of Niagara; University of Toronto","funders":"","keywords":"Psychology; 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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3402811,0.001115246,0.002833442,0.01011407,0.01548856,0.03744229,0.006942342,0.01848714,0.01376756],"category_scores_gemma":[0.7820602,0.001702544,0.001367769,0.006155255,0.03042404,0.02470787,0.01643652,0.0229461,0.01080023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009792028,"about_ca_system_score_gemma":0.08556706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006476639,"about_ca_topic_score_gemma":0.0122932,"domain_scores_codex":[0.5111726,0.2198212,0.04167271,0.01549067,0.1987652,0.01307766],"domain_scores_gemma":[0.08109538,0.2814277,0.05802538,0.04891535,0.4370733,0.09346282],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007417562,0.0001587822,0.00929421,0.002140216,0.0002648293,0.001035862,0.01722114,0.0004330422,0.0008403573,0.02068605,0.6685801,0.2792712],"study_design_scores_gemma":[0.00007053578,0.0001605329,0.01176341,0.004852426,0.0001309577,0.00206428,0.014363,0.001397189,0.0007763662,0.07250573,0.8915761,0.0003395664],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00529483,0.01659569,0.01260772,0.8754178,0.06221112,0.0003153931,0.00006295855,0.0005430582,0.02695135],"genre_scores_gemma":[0.3046319,0.04570275,0.0713136,0.3453185,0.1601258,0.001393488,0.0004358036,0.003029297,0.06804881],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6597189,"threshold_uncertainty_score":0.8135508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03615837338069946,"score_gpt":0.406474250019049,"score_spread":0.3703158766383495,"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."}}