{"id":"W4206266831","doi":"10.1101/2022.01.05.475103","title":"The role of collegiality in academic review, promotion, and tenure","year":2022,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Capilano University; University of British Columbia; Simon Fraser University; University of Saskatchewan","funders":"Open Society Foundations","keywords":"Collegiality; Promotion (chess); Discipline; Academic institution; Public relations; Political science; Sociology; Pedagogy; Management; Social science; Law","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":["metaresearch","bibliometrics"],"consensus_categories":["metaresearch","bibliometrics"],"category_scores_codex":[0.04462505,0.0002915082,0.0007200646,0.01142914,0.0003709462,0.0007004229,0.003019776,0.0003582764,0.0001763193],"category_scores_gemma":[0.03972183,0.0002029264,0.0001521133,0.07470221,0.0003468222,0.0002170638,0.003795963,0.001815304,0.00001678064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002870446,"about_ca_system_score_gemma":0.001136495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000870462,"about_ca_topic_score_gemma":0.000004807478,"domain_scores_codex":[0.9894176,0.001032371,0.001500412,0.001244085,0.006186102,0.0006194282],"domain_scores_gemma":[0.9916699,0.002127633,0.00105199,0.001945307,0.002876151,0.0003290099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006740416,0.0004398897,0.9165936,0.0007639506,0.00009421904,0.00004467978,0.00003523788,0.0000428625,0.06312812,0.005563018,0.01254489,0.0006821182],"study_design_scores_gemma":[0.0003495778,0.00009421172,0.8323289,0.0005097851,0.00002834043,2.795497e-8,0.00002883767,0.0008092417,0.008206094,0.0004527121,0.1567436,0.000448718],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8452118,0.1472123,0.00006638468,0.003700734,0.00116371,0.002050689,0.0004368221,0.00004969019,0.0001078871],"genre_scores_gemma":[0.9563386,0.04296178,0.0002315825,0.00009301733,0.00008817449,0.0002271144,1.11717e-7,0.00002706652,0.00003250123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1441987,"threshold_uncertainty_score":0.9997755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2163613811964722,"score_gpt":0.44975308357864,"score_spread":0.2333917023821678,"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."}}