{"id":"W4416512054","doi":"10.21956/mep.20620.r36042","title":"Referee report. For: Exploring residents’ perceptions of competency-based medical education across Canada: A national survey study [version 1; peer review: 2 approved]","year":2024,"lang":"en","type":"article","venue":"Faculty of 1000 Research Ltd","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Perception; Survey research; Peer review; Survey data collection; Affect (linguistics); Data collection","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01997638,0.000145915,0.0004017567,0.0003011717,0.0002370064,0.00002542645,0.0003559074,0.0001225794,0.0006435522],"category_scores_gemma":[0.06924878,0.0001270225,0.00009796803,0.00157427,0.0002724686,0.0001482645,0.0001107211,0.0007497367,0.00001709206],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001257856,"about_ca_system_score_gemma":0.03270494,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1508696,"about_ca_topic_score_gemma":0.1628173,"domain_scores_codex":[0.9896442,0.0004130435,0.001032805,0.0004776267,0.008057814,0.0003745234],"domain_scores_gemma":[0.9759688,0.0007059689,0.000175145,0.0005866394,0.02235341,0.0002100783],"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":[0.0001034735,0.001088901,0.03118472,0.003036723,0.0000896304,0.00001700365,0.0006518465,0.000003251297,0.000211166,0.000359412,0.9555774,0.007676487],"study_design_scores_gemma":[0.001293767,0.0006010635,0.6860331,0.008512982,0.00008333542,0.00006196885,0.009053365,0.001150552,0.0003489707,0.0002121843,0.2924137,0.0002350972],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7651894,0.0009728107,0.0005698886,0.2265604,0.001110713,0.002945246,0.001012036,0.00006358121,0.001575887],"genre_scores_gemma":[0.9491747,0.0002429069,0.0038903,0.00071826,0.0004664084,0.001006164,0.01720412,0.00005403531,0.0272431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6631637,"threshold_uncertainty_score":0.9727787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1578183103489346,"score_gpt":0.4914300395860705,"score_spread":0.3336117292371359,"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."}}