{"id":"W2980033125","doi":"10.1109/ccece.2019.8861890","title":"Universal Functions Originator—Part II: Evaluation","year":2019,"lang":"en","type":"article","venue":"","topic":"Numerical Methods and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.005928008,0.001775358,0.001443821,0.002259116,0.0004831052,0.001745683,0.001750872,0.001350044,0.01552642],"category_scores_gemma":[0.02429222,0.0003264934,0.0006601986,0.001743746,0.0007075813,0.002311956,0.001785699,0.001105935,0.004530091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001060874,"about_ca_system_score_gemma":0.0009613035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002544202,"about_ca_topic_score_gemma":0.001006771,"domain_scores_codex":[0.9957513,0.001435977,0.0003386243,0.0004633862,0.001683822,0.0003269438],"domain_scores_gemma":[0.9914125,0.003603924,0.0003741979,0.001402648,0.002884247,0.0003224816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002866196,0.0008874995,0.00690193,0.002661848,0.0003168762,0.0002957585,0.000469573,0.1209108,0.02432256,0.02143219,0.03323051,0.7857043],"study_design_scores_gemma":[0.0002357622,0.001666646,0.005623378,0.0003511162,0.00009154881,0.0004522708,0.0002783776,0.8734551,0.07309292,0.005576847,0.03904722,0.0001287683],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1368812,0.004384481,0.8031294,0.000400009,0.0007741173,0.001375943,0.002156575,0.02219103,0.0287072],"genre_scores_gemma":[0.6097775,0.001459871,0.3636536,0.0003046733,0.0001677159,0.001913031,0.005820265,0.004524399,0.01237907],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01552642,"threshold_uncertainty_score":0.05194104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02325071167345533,"score_gpt":0.290864293816401,"score_spread":0.2676135821429457,"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."}}