{"id":"W4380685471","doi":"10.5334/pme.1052","title":"What does “Timely” Mean to Residents? Challenging Feedback Assumptions in Postgraduate Education","year":2023,"lang":"en","type":"article","venue":"Perspectives on Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Wilson Centre; Sinai Health System; Western University; University of Toronto","funders":"","keywords":"Context (archaeology); Peer feedback; Asynchronous communication; Computer science; Perception; Corrective feedback; Subspecialty; Medical education; Psychology; Medicine; Mathematics education","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","metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001794787,0.0003714296,0.0004572854,0.002335108,0.0002958047,0.0001619054,0.0003709776,0.0003461506,0.001752607],"category_scores_gemma":[0.01289424,0.0003276657,0.0001313826,0.003577211,0.0002166816,0.0005921551,0.00009283063,0.001057317,0.003291495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001639897,"about_ca_system_score_gemma":0.003078023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004549928,"about_ca_topic_score_gemma":0.0006982012,"domain_scores_codex":[0.9954733,0.000229401,0.0008348337,0.001019494,0.001776505,0.0006664225],"domain_scores_gemma":[0.9971665,0.0002408757,0.0001951357,0.0009443146,0.0009164565,0.0005367693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004809605,0.01182498,0.01070345,0.0006667704,0.0002078228,0.00001180522,0.2533306,0.00009199531,0.001533571,0.03302481,0.2248305,0.4632927],"study_design_scores_gemma":[0.001910548,0.0003508706,0.4439329,0.006999963,0.0001561061,0.00009498138,0.4462032,0.0005246649,0.000223954,0.007952561,0.09060318,0.001047049],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7897182,0.0006347664,0.0003453383,0.1991726,0.005811433,0.001188237,0.000003453798,0.0003067213,0.002819245],"genre_scores_gemma":[0.9568316,0.00373486,0.004371841,0.01205984,0.002835049,0.001059008,0.0009354184,0.0001209896,0.01805137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4622456,"threshold_uncertainty_score":0.9999176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03074256641131418,"score_gpt":0.400627497435834,"score_spread":0.3698849310245198,"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."}}