{"id":"W4408865147","doi":"10.31219/osf.io/95waz_v1","title":"Researcher Profile System Adoption and Use Across Discipline and Rank: A Case Study at the University of Manitoba","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Data Analysis and Archiving","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rank (graph theory); Regional science; Geography; Sociology; Library science; Computer science; Mathematics","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":[0.017998,0.0003904121,0.0006364192,0.005296732,0.01716981,0.008665489,0.00275975,0.00123655,0.00283537],"category_scores_gemma":[0.03746817,0.0007471535,0.0003997388,0.01217,0.004193195,0.002659679,0.005457442,0.001984764,0.0007608744],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03810247,"about_ca_system_score_gemma":0.07778397,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.759701,"about_ca_topic_score_gemma":0.8900051,"domain_scores_codex":[0.9844884,0.006944072,0.0006449769,0.0009489656,0.003854872,0.003118591],"domain_scores_gemma":[0.9389471,0.0168832,0.00588331,0.003009389,0.02266314,0.01261381],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002343674,0.0008485268,0.4525537,0.0004426963,0.00006867766,0.003413666,0.4469981,0.0002999279,0.003006951,0.003706303,0.005275257,0.08315182],"study_design_scores_gemma":[0.00002425449,0.0003279075,0.2429129,0.0003895755,0.00005187132,0.0005996598,0.7259668,0.0006492909,0.001003785,0.0004002189,0.02756903,0.0001047084],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875509,0.0005177814,0.000679679,0.004783412,0.00005115036,0.0002364612,0.000219439,0.00003954524,0.00592168],"genre_scores_gemma":[0.9852641,0.001351237,0.003208127,0.001734093,0.00003406618,0.0002092374,0.0001996742,0.00006031316,0.007939265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.982002,"threshold_uncertainty_score":0.4834283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1297870716595104,"score_gpt":0.3793368335329149,"score_spread":0.2495497618734045,"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."}}