{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002461191,0.0001838183,0.0004998696,0.0006953492,0.00009419236,0.00001131344,0.0000900681,0.0001018039,0.0003041489],"category_scores_gemma":[0.01672877,0.0001501964,0.00003419396,0.003279863,0.0001296699,0.00007113702,0.00006355572,0.000560977,0.0002156972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001433178,"about_ca_system_score_gemma":0.00013652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009922848,"about_ca_topic_score_gemma":0.000008169316,"domain_scores_codex":[0.9976809,0.00004477826,0.0005905193,0.0003803569,0.000883303,0.0004201145],"domain_scores_gemma":[0.9986303,0.0002141163,0.00007964871,0.0003875475,0.0004485233,0.0002398638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0000541757,0.0001699718,0.04227645,0.001787712,0.00005129752,0.000208513,0.002395593,0.00009051528,0.0008903427,0.0004018492,0.7762417,0.1754319],"study_design_scores_gemma":[0.005904315,0.001375077,0.4834046,0.03337339,0.0005466481,0.001111727,0.005603605,0.01278426,0.0001833194,0.0004525734,0.4544856,0.0007748377],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6561243,0.003350969,0.0008258492,0.3327106,0.0008721572,0.001534193,0.000003168579,0.0002833787,0.004295381],"genre_scores_gemma":[0.9323394,0.007747076,0.006457665,0.0401487,0.00113246,0.0005480757,0.0003407915,0.0000738567,0.01121199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4411282,"threshold_uncertainty_score":0.9915537,"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."}}