{"id":"W7155415471","doi":"10.1108/978-1-83708-544-620251009","title":"Feedback and Peer-Feedback","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Peer feedback; Control (management); Feedback control; Process (computing); Feedback loop; Field (mathematics)","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":[0.02186775,0.001056514,0.0008011219,0.001857115,0.002765353,0.006725712,0.002286879,0.002277268,0.0415346],"category_scores_gemma":[0.1155708,0.0004292355,0.0004479773,0.001548621,0.003496135,0.006024804,0.007302764,0.003394,0.01758961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002351753,"about_ca_system_score_gemma":0.006337387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001494829,"about_ca_topic_score_gemma":0.001642557,"domain_scores_codex":[0.9417298,0.03116077,0.002278314,0.00295437,0.02074875,0.001128036],"domain_scores_gemma":[0.9360061,0.03076851,0.00307395,0.009089011,0.01820667,0.002855735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001913398,0.0002368305,0.00118303,0.001464427,0.00003915981,0.0003972684,0.02572079,0.0007919493,0.0031405,0.1234783,0.1406215,0.7027349],"study_design_scores_gemma":[0.00003838279,0.0001584865,0.0006652173,0.0006983309,0.00001248581,0.0004550492,0.003698134,0.0006572501,0.001780176,0.02804726,0.9637514,0.0000377509],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01302852,0.007720875,0.2015765,0.01977013,0.006716078,0.003742687,0.0006445218,0.003262408,0.7435383],"genre_scores_gemma":[0.3802449,0.009868704,0.1516469,0.006532323,0.003049513,0.006101766,0.001055193,0.001942942,0.4395577],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0415346,"threshold_uncertainty_score":0.1389471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1153490614876953,"score_gpt":0.3689885670861803,"score_spread":0.253639505598485,"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."}}