{"id":"W4409985384","doi":"10.32396/usurj.v10i1.836","title":"Untitled","year":2025,"lang":"en","type":"article","venue":"USURJ University of Saskatchewan Undergraduate Research Journal","topic":"Art, Technology, and Culture","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001715315,0.001125342,0.0009835131,0.00290141,0.002592587,0.007164671,0.002322278,0.003652816,0.7775532],"category_scores_gemma":[0.01733445,0.0005423103,0.001060012,0.002694205,0.001505541,0.003365942,0.004362229,0.002873512,0.4782838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002831174,"about_ca_system_score_gemma":0.005493629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01522416,"about_ca_topic_score_gemma":0.01848366,"domain_scores_codex":[0.9979089,0.0002728241,0.0001559753,0.0003041281,0.001118878,0.0002393023],"domain_scores_gemma":[0.9922247,0.001215332,0.0003377824,0.0008066413,0.00485337,0.0005621035],"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":[0.00004974581,0.00001450291,0.0001203558,0.0004574692,0.000004677339,0.000118962,0.0001638167,0.00007438177,0.0002008564,0.003454022,0.9378451,0.05749608],"study_design_scores_gemma":[0.000006352725,0.000006751841,0.0002027773,0.0004901937,0.000003826578,0.00009988558,0.0001685626,0.00005399266,0.0001731663,0.001197949,0.997586,0.00001058916],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001593362,0.0124538,0.006069621,0.04450713,0.1878984,0.0004931662,0.04691212,0.004567653,0.6955047],"genre_scores_gemma":[0.009393556,0.005786904,0.002332705,0.01071648,0.006124553,0.0002514978,0.01065525,0.001702837,0.9530362],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7775532,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03702097319160771,"score_gpt":0.2727448755211402,"score_spread":0.2357239023295325,"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."}}