{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005800253,0.0005836672,0.0002876735,0.001129846,0.001776295,0.00452281,0.001125989,0.001166716,0.4081936],"category_scores_gemma":[0.003839989,0.0002475867,0.0005228454,0.001066155,0.001375491,0.00226041,0.002814083,0.001470368,0.1415227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001052921,"about_ca_system_score_gemma":0.002002759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007720232,"about_ca_topic_score_gemma":0.01900627,"domain_scores_codex":[0.9993027,0.00006894665,0.0000251587,0.0001051323,0.0004119009,0.00008609844],"domain_scores_gemma":[0.9985353,0.0002931277,0.00004895065,0.0004275095,0.0006004366,0.00009473236],"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":[0.0003313053,0.00008476187,0.0007560532,0.0005983177,0.0000130577,0.0005942329,0.002854586,0.0007302988,0.005280269,0.04466997,0.6089795,0.3351075],"study_design_scores_gemma":[0.000009678899,0.0000175414,0.0007063946,0.000213762,0.000005198746,0.0001415565,0.000659538,0.0003476789,0.001564925,0.003948796,0.9923678,0.0000171586],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007712075,0.0008654895,0.01808209,0.00279203,0.007774274,0.0002158649,0.009241366,0.004384028,0.9489327],"genre_scores_gemma":[0.03435044,0.000681813,0.009539402,0.001541181,0.0003528517,0.0001435224,0.005067457,0.002358033,0.9459653],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4081936,"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."}}