{"id":"W4409985388","doi":"10.32396/usurj.v10i1.835","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":"University of Saskatchewan","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000737043,0.0001080989,0.0002082419,0.000495768,0.001375779,0.0001048397,0.000564028,0.00009903793,0.001841881],"category_scores_gemma":[0.00005018161,0.0001018692,0.0001459218,0.0001544204,0.001303664,0.0002139018,0.0001738668,0.0008900645,0.0001238702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001367954,"about_ca_system_score_gemma":0.000446429,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001483006,"about_ca_topic_score_gemma":0.01932052,"domain_scores_codex":[0.9986614,0.0001854297,0.0001605474,0.0001727643,0.0004219546,0.0003979334],"domain_scores_gemma":[0.9988106,0.00009533662,0.00008643002,0.0002155801,0.0006871341,0.0001049578],"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":[0.0002586473,0.0003823308,0.001369773,0.0001290779,0.0006268664,0.0002647524,0.08013217,0.0000176005,0.001298849,0.4193635,0.4844452,0.01171124],"study_design_scores_gemma":[0.0006984376,0.0001049599,0.0001045088,0.0001128091,0.00003383089,0.00001212599,0.211963,0.00002336434,0.0002708259,0.09626435,0.6903009,0.0001108439],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1437534,0.001429716,0.001715556,0.06111034,0.0007538481,0.0004446055,0.00007478533,0.0002409798,0.7904767],"genre_scores_gemma":[0.8663282,0.0004262222,0.0001676863,0.00004534352,0.0001013956,1.024912e-7,0.000004760717,0.000006741226,0.1329195],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7225748,"threshold_uncertainty_score":0.9999243,"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."}}