{"id":"W4415965891","doi":"10.1007/s40596-025-02218-3","title":"“How Do You Think That Went?”: A Peer Feedback Process for Workshop Presenters at an Academic Meeting","year":2025,"lang":"en","type":"article","venue":"Academic Psychiatry","topic":"Academic Writing and Publishing","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tobacco Research Unit; University of Toronto","funders":"","keywords":"Process (computing); Peer feedback; Peer review; Graduate students; Peer evaluation; Peer group","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":[],"category_scores_codex":[0.1923627,0.002256132,0.001642227,0.00416429,0.02922794,0.01068328,0.007802607,0.008762199,0.01463937],"category_scores_gemma":[0.360614,0.001877583,0.002245713,0.001869986,0.006502254,0.009488765,0.0230514,0.01682111,0.009409434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008392255,"about_ca_system_score_gemma":0.03568285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002688306,"about_ca_topic_score_gemma":0.007410761,"domain_scores_codex":[0.7739755,0.1821961,0.01064322,0.00689356,0.01785304,0.008438517],"domain_scores_gemma":[0.5662368,0.2133556,0.0183698,0.02068092,0.1367854,0.04457158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001013261,0.001892554,0.006626561,0.001640388,0.0001140024,0.002743996,0.6724532,0.0004573463,0.008955803,0.003140305,0.1264672,0.1744954],"study_design_scores_gemma":[0.0006564764,0.00179545,0.0100972,0.002330729,0.0001621132,0.0008819444,0.7262837,0.002296099,0.005477776,0.01018936,0.2389952,0.0008340531],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4689603,0.001962591,0.1401431,0.1883563,0.02812346,0.08198129,0.001160008,0.005950839,0.08336216],"genre_scores_gemma":[0.6789286,0.001351446,0.1760266,0.02207247,0.004408577,0.06804024,0.0009897648,0.002361424,0.04582085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1923627,"threshold_uncertainty_score":0.9959605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05318606565948195,"score_gpt":0.317268296457533,"score_spread":0.264082230798051,"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."}}