{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0725607,0.0003764272,0.0005034582,0.001203387,0.005705185,0.008495146,0.003580396,0.004942577,0.001914215],"category_scores_gemma":[0.2302662,0.0005316039,0.0004624499,0.0009509429,0.01553745,0.01096536,0.005822468,0.006709209,0.0003998432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009979522,"about_ca_system_score_gemma":0.0197139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01266346,"about_ca_topic_score_gemma":0.01198162,"domain_scores_codex":[0.9366055,0.0422129,0.003262423,0.002260983,0.01167518,0.003983067],"domain_scores_gemma":[0.8562838,0.09938513,0.01274716,0.003686255,0.01985314,0.008044493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000471049,0.00046369,0.02975307,0.003372262,0.00005814525,0.001134417,0.4989571,0.001740489,0.002348453,0.09193395,0.02791226,0.3418551],"study_design_scores_gemma":[0.000111684,0.001415667,0.02750254,0.01561826,0.0001038869,0.001396468,0.7202835,0.005412052,0.004316749,0.1005464,0.1229122,0.0003806255],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2335696,0.01088617,0.03927007,0.6890858,0.003529569,0.0001817657,0.0001328777,0.0002415505,0.02310252],"genre_scores_gemma":[0.9638944,0.003633627,0.0126735,0.01814264,0.0006107909,0.0001588238,0.00002795142,0.00007127965,0.0007868827],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0725607,"threshold_uncertainty_score":0.3837422,"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."}}