{"id":"W4255232972","doi":"10.32396/usurj.v5i1.418","title":"Untitled","year":2019,"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007423777,0.0001139649,0.0002233102,0.0003232234,0.0007713473,0.00009499094,0.0005508658,0.00009810569,0.007346567],"category_scores_gemma":[0.00002366482,0.0001051661,0.0001534171,0.00009463466,0.0008369587,0.0003008677,0.0001500751,0.0009154332,0.0009881888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001142736,"about_ca_system_score_gemma":0.0002776023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001242474,"about_ca_topic_score_gemma":0.009526878,"domain_scores_codex":[0.9984539,0.0001721651,0.0001509616,0.0001873382,0.0005952185,0.0004404789],"domain_scores_gemma":[0.9988176,0.00008006165,0.0001143879,0.0002447729,0.0005979279,0.0001451975],"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":[0.0006235763,0.000774339,0.009006027,0.0002734485,0.001010888,0.0005560551,0.2956378,0.00006973187,0.007165002,0.3202049,0.3532478,0.01143044],"study_design_scores_gemma":[0.0009742386,0.0002945356,0.000154753,0.00008453558,0.00002321905,0.00003874887,0.2889768,0.00003752029,0.0002510457,0.03610113,0.6728871,0.0001763986],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6454043,0.0004516096,0.0001633223,0.01502899,0.0004977598,0.00037606,0.00005155917,0.0001380199,0.3378884],"genre_scores_gemma":[0.8935406,0.0002669218,0.0001344047,0.00002524519,0.0001415765,6.073211e-8,0.000006038328,0.00001165865,0.1058735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3196393,"threshold_uncertainty_score":0.9997897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03691239106891187,"score_gpt":0.257889197798884,"score_spread":0.2209768067299722,"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."}}