{"id":"W7135027623","doi":"10.26077/a115-0454","title":"Contributors","year":2025,"lang":"","type":"article","venue":"Utah State Research and Scholarship (Utah State University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","bibliometrics","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts"],"category_scores_codex":[0.01370748,0.001485264,0.001768209,0.01201924,0.005402273,0.003053421,0.003046261,0.0007719786,0.0007359603],"category_scores_gemma":[0.003363303,0.001783385,0.0004840332,0.01704255,0.005363845,0.004619501,0.004142611,0.008142241,0.003488916],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004210103,"about_ca_system_score_gemma":0.005016457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00127652,"about_ca_topic_score_gemma":0.001203794,"domain_scores_codex":[0.9775985,0.007639279,0.001319825,0.003385526,0.003587982,0.006468852],"domain_scores_gemma":[0.9846531,0.003559221,0.0004742884,0.002104654,0.005822338,0.003386436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.07563191,0.009059361,0.3942393,0.006445978,0.01371257,0.05346645,0.01582206,0.001328625,0.04604723,0.1737296,0.05417661,0.1563403],"study_design_scores_gemma":[0.02000654,0.003132341,0.05254012,0.002373093,0.0004646147,0.00006006072,0.008166311,0.001275159,0.00957789,0.05861193,0.8407044,0.003087469],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.942238,0.004825402,0.0007058751,0.002479604,0.0006708693,0.00346615,0.005985146,0.0004673323,0.03916164],"genre_scores_gemma":[0.7944012,0.01565898,0.0002021565,0.0001255976,0.00007538898,0.000007077004,0.0001831069,0.0002080796,0.1891384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7865279,"threshold_uncertainty_score":0.9997897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05506483962012197,"score_gpt":0.328002684418385,"score_spread":0.272937844798263,"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."}}