{"id":"W4401163165","doi":"10.1162/qss_a_00319/v1/decision1","title":"Decision letter for \"Researcher profile system adoption and use across discipline and rank: A case study at the University of Manitoba\"","year":2023,"lang":"en","type":"peer-review","venue":"","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Rank (graph theory); Psychology; Sociology; Library science; Computer science; Mathematics; Combinatorics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03749462,0.001014236,0.003882339,0.003435404,0.01512507,0.01437466,0.006404273,0.07494454,0.08824085],"category_scores_gemma":[0.2239556,0.002399776,0.00441174,0.003132229,0.004959042,0.006786788,0.006464466,0.02781739,0.06036044],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009806733,"about_ca_system_score_gemma":0.04528672,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03928839,"about_ca_topic_score_gemma":0.07792401,"domain_scores_codex":[0.9612674,0.008151807,0.005988325,0.002704587,0.01608395,0.005803968],"domain_scores_gemma":[0.7780902,0.09439696,0.007463896,0.009834019,0.08280795,0.0274071],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009436982,0.00005482821,0.0003116895,0.0000847261,0.00001474667,0.0001624635,0.0001362024,0.00002490829,0.00008707961,0.001228729,0.995344,0.002456133],"study_design_scores_gemma":[0.0007320609,0.0001493403,0.004791269,0.0009731844,0.00008396798,0.0002009829,0.001818735,0.000913979,0.0004027493,0.004321082,0.9854467,0.000165886],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.00263566,0.0003578758,0.0006795845,0.8694113,0.0917444,0.002359756,0.001899003,0.0006152183,0.03029718],"genre_scores_gemma":[0.009640429,0.0004043324,0.002459376,0.8063654,0.02124118,0.004563478,0.0006177103,0.000287544,0.1544206],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9901932,"threshold_uncertainty_score":0.2951951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3582527421803096,"score_gpt":0.5501089335280629,"score_spread":0.1918561913477533,"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."}}