{"id":"W4226317078","doi":"10.1371/journal.pone.0265506","title":"The role of collegiality in academic review, promotion, and tenure","year":2022,"lang":"en","type":"article","venue":"PLoS ONE","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":57,"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; Sociology; Medical education; Political science; Medicine; Pedagogy; Social science; Library science; Law; 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":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.02882273,0.00004655803,0.0002074014,0.006439804,0.0002667818,0.0001167065,0.0009674406,0.00002900149,0.0002728165],"category_scores_gemma":[0.03021831,0.00002808783,0.00002967462,0.09051837,0.0001085191,0.0001130266,0.0008017013,0.0003774491,0.00001089359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005217165,"about_ca_system_score_gemma":0.0001048513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000285097,"about_ca_topic_score_gemma":0.000007825361,"domain_scores_codex":[0.9919727,0.0004752607,0.0005103832,0.0002794934,0.006543464,0.0002186797],"domain_scores_gemma":[0.9965432,0.002031546,0.0001891437,0.0003770278,0.0007696865,0.00008935833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003992899,0.001380441,0.879223,0.00008050317,0.00002993301,0.000004077081,0.0002535488,0.000003634361,0.009644613,0.002421822,0.01256945,0.094349],"study_design_scores_gemma":[0.001017648,0.0008117271,0.7457258,0.000329452,0.00003962496,0.00000971095,0.001795212,0.006588697,0.008937571,0.1211089,0.1133148,0.0003208191],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9365085,0.05130478,0.000003270857,0.009055666,0.00004285248,0.0005779359,0.00004315063,0.000005317102,0.002458503],"genre_scores_gemma":[0.9857907,0.01268279,0.00006466293,0.00009055106,0.00001584842,0.00006137824,0.000001087293,0.00000302706,0.001289911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1334973,"threshold_uncertainty_score":0.9989442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6227565319145993,"score_gpt":0.5294402482117014,"score_spread":0.0933162837028979,"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."}}