{"id":"W4293420146","doi":"10.1111/medu.14932","title":"‘For the most part it works’: Exploring how authors navigate peer review feedback","year":2022,"lang":"en","type":"article","venue":"Medical Education","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Western University","funders":"","keywords":"Credibility; Context (archaeology); Autonomy; Process (computing); Peer feedback; Peer review; Consistency (knowledge bases); Psychology; Grounded theory; Social psychology; Knowledge management; Public relations; Computer science; Qualitative research; Pedagogy; Sociology; 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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004585623,0.00008383604,0.0001281521,0.00002300138,0.001339408,0.0001317739,0.0005382693,0.00004268208,0.004969948],"category_scores_gemma":[0.003472939,0.00006444548,0.00007576984,0.000542322,0.0001348707,0.0002126934,0.0000984061,0.000314841,0.00003438035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001736383,"about_ca_system_score_gemma":0.001202322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000208498,"about_ca_topic_score_gemma":0.0001030248,"domain_scores_codex":[0.9971546,0.0002469855,0.000182397,0.0001975113,0.0019426,0.0002759005],"domain_scores_gemma":[0.9990484,0.0003269025,0.0001002157,0.0001753405,0.0002071367,0.0001420381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003663769,0.00008803058,0.0006571836,0.00003315887,0.00001198591,2.581134e-7,0.007628005,8.344803e-7,3.872919e-7,0.001754551,0.8892674,0.1005545],"study_design_scores_gemma":[0.00009955624,0.00001496017,0.0006837177,0.0002871732,0.00003926648,3.844945e-7,0.04243908,0.00003288729,5.732858e-7,0.0001573914,0.9561599,0.00008510792],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.004582624,0.006369721,0.0001179798,0.9705709,0.01017764,0.0009117374,0.000003682367,0.00005730277,0.007208397],"genre_scores_gemma":[0.3373097,0.07900403,0.0008442826,0.137555,0.01676914,0.01765448,0.0006902541,0.0001109411,0.4100621],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8330159,"threshold_uncertainty_score":0.9999607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1046816483184313,"score_gpt":0.4169217140655558,"score_spread":0.3122400657471244,"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."}}