{"id":"W2165843861","doi":"10.1080/14703297.2010.498181","title":"Feedback within peer observation: continuing professional development and unexpected consequences","year":2010,"lang":"en","type":"article","venue":"Innovations in Education and Teaching International","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University","keywords":"Professional development; Continuing professional development; Peer feedback; Faculty development; Psychology; Continuing education; Pedagogy; Higher education; Public relations; Medical education; Political science; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00211639,0.0001048221,0.00008834788,0.0003917008,0.0005965739,0.0002798335,0.0001840692,0.00010886,0.0001442094],"category_scores_gemma":[0.004484357,0.000111006,0.000009759436,0.0002945233,0.0003198183,0.0009586235,0.00004406389,0.0006369824,0.000006506151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001750088,"about_ca_system_score_gemma":0.001026988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000647995,"about_ca_topic_score_gemma":0.002139714,"domain_scores_codex":[0.9985629,0.000174894,0.0004099144,0.0002695977,0.0004405582,0.0001420739],"domain_scores_gemma":[0.9984884,0.0003057715,0.0002757884,0.00009543425,0.000777195,0.00005744997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006351147,0.0002463023,0.2185455,0.000003727207,0.00001161631,2.151249e-7,0.06607994,0.000001616829,0.001594333,0.6252782,0.0004936889,0.08773854],"study_design_scores_gemma":[0.000256146,0.000006434231,0.4377505,0.00008058243,0.000004547073,0.00001275306,0.03527552,0.0001235957,0.0002976242,0.01502442,0.5109711,0.0001967851],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.925375,0.00002132344,0.0001736693,0.02381935,0.007444214,0.0002151607,0.000001854905,0.0000473105,0.0429021],"genre_scores_gemma":[0.9246642,0.000007226437,0.0661943,0.0004721209,0.0004385147,0.0001106629,0.00007080318,0.000008241003,0.008033941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6102538,"threshold_uncertainty_score":0.5368518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03564201881601702,"score_gpt":0.4113156088111716,"score_spread":0.3756735899951546,"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."}}