{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00375174,0.0008560271,0.0006806973,0.004020081,0.002810235,0.005976987,0.001637623,0.001821532,0.7132238],"category_scores_gemma":[0.03182036,0.0003509078,0.0003858338,0.001722046,0.0006738674,0.002052065,0.003752616,0.001920754,0.5715657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002529335,"about_ca_system_score_gemma":0.006604018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003818845,"about_ca_topic_score_gemma":0.007748212,"domain_scores_codex":[0.9967992,0.0005798286,0.0001104515,0.0004743396,0.001669401,0.0003667108],"domain_scores_gemma":[0.9772944,0.002423725,0.0005876533,0.001788137,0.0129254,0.004980684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002324945,0.00001199803,0.0002214632,0.00004570081,0.000001270243,0.00003375444,0.00006928643,0.00001638217,0.00006060174,0.001890576,0.9734171,0.02420847],"study_design_scores_gemma":[0.000004897967,0.000002732056,0.0001249932,0.00005695454,0.000001742307,0.00003655896,0.00009345689,0.00001777522,0.00004190155,0.000454319,0.9991622,0.000002401913],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002203645,0.003671286,0.006538901,0.04553992,0.07166815,0.001503798,0.02408137,0.003944577,0.8408484],"genre_scores_gemma":[0.003343466,0.0008920407,0.001924478,0.008051215,0.003452391,0.0007159291,0.005342692,0.0008281732,0.9754495],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2867762,"threshold_uncertainty_score":0.4090514,"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."}}