{"id":"W1977352630","doi":"10.1080/13601440903529943","title":"Identifying the potential organizational impact of an educational peer review program","year":2010,"lang":"en","type":"article","venue":"The International Journal for Academic Development","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Documentation; Valuation (finance); Psychology; Library science; Pedagogy; Sociology; Business; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01169329,0.0001007378,0.0001043574,0.00008499883,0.001064605,0.0002282017,0.001788622,0.0000806822,0.001478645],"category_scores_gemma":[0.00659774,0.0000591612,0.0001223172,0.0001536677,0.0001742312,0.0006570875,0.00009264151,0.0008672853,0.00002676765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002499507,"about_ca_system_score_gemma":0.002732085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009570544,"about_ca_topic_score_gemma":0.00008334868,"domain_scores_codex":[0.996358,0.0002464561,0.000554482,0.0001290022,0.002521687,0.0001903945],"domain_scores_gemma":[0.9956881,0.0005035424,0.0007039071,0.0001099202,0.002894562,0.00009995692],"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":[0.0003218128,0.001182022,0.02352761,0.0001125091,0.002587586,0.000005958336,0.06180845,0.0008406227,0.01197888,0.1818905,0.3194353,0.3963087],"study_design_scores_gemma":[0.0007201511,0.00006972,0.1371108,0.0004521766,0.0001691147,0.0004810477,0.001978721,0.0004401523,0.0004814051,0.05541479,0.802334,0.0003479758],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6157289,0.001052825,0.001545314,0.3689716,0.009056764,0.001523209,0.00002479594,0.00005893118,0.002037566],"genre_scores_gemma":[0.9649413,0.001208314,0.0194705,0.001752599,0.003884765,0.0001270607,0.0001354209,0.00002868209,0.008451405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4828986,"threshold_uncertainty_score":0.9994341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.133835510325108,"score_gpt":0.5470072494468942,"score_spread":0.4131717391217862,"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."}}