{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1208064,0.0002927738,0.0008360445,0.02229677,0.01242294,0.01527972,0.002995777,0.001819675,0.002710844],"category_scores_gemma":[0.5304973,0.0006674643,0.0006345309,0.0150834,0.009118013,0.0100306,0.009753494,0.002741905,0.0005037481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01115141,"about_ca_system_score_gemma":0.02029554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007260602,"about_ca_topic_score_gemma":0.01502882,"domain_scores_codex":[0.786513,0.1298302,0.01852376,0.005508667,0.05356346,0.006060863],"domain_scores_gemma":[0.199532,0.5029281,0.1840249,0.01752901,0.05925895,0.03672703],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005400652,0.0006405147,0.5336848,0.001887486,0.0003211004,0.001007398,0.1202085,0.0005373606,0.001609569,0.0163707,0.00805175,0.3151408],"study_design_scores_gemma":[0.0000904777,0.0006873266,0.8889424,0.001383541,0.0001180679,0.0009996458,0.05892294,0.001327452,0.001174489,0.01322528,0.03276488,0.0003634562],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.9338066,0.007631608,0.005865733,0.01353767,0.0004289868,0.0003876456,0.0001589625,0.0001419679,0.03804081],"genre_scores_gemma":[0.9953381,0.0007911372,0.001877605,0.0004183342,0.0004148542,0.0001063199,0.00005284707,0.00002135593,0.0009794899],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8791936,"threshold_uncertainty_score":0.6388929,"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."}}