{"id":"W4251685197","doi":"10.1515/iupac.78.0427","title":"Model Validation","year":2016,"lang":"en","type":"dataset","venue":"IUPAC Standards Online","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","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":[0.003730118,0.003132119,0.001543679,0.004002922,0.001040356,0.00272359,0.00514874,0.002807458,0.07835823],"category_scores_gemma":[0.01806111,0.0006356345,0.003673439,0.003134538,0.0006910843,0.001670109,0.001842559,0.002810322,0.05921417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002144116,"about_ca_system_score_gemma":0.00341848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02137782,"about_ca_topic_score_gemma":0.04797518,"domain_scores_codex":[0.9974672,0.0006682759,0.0003164642,0.0008261031,0.0005133661,0.0002087002],"domain_scores_gemma":[0.9942477,0.002887444,0.0002682436,0.001243526,0.001205435,0.0001477123],"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":[0.0002006687,0.0001323916,0.002585859,0.001582703,0.0002360102,0.00009704776,0.00004640142,0.01509877,0.0002419337,0.002633496,0.9570606,0.02008407],"study_design_scores_gemma":[0.000687346,0.0001310965,0.00447778,0.001469714,0.0001641476,0.0002387967,0.0001530771,0.04713624,0.001285395,0.01450194,0.9296543,0.0001001487],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.001502646,0.0005259484,0.003247601,0.000374106,0.0001972786,0.0001755024,0.9874978,0.003366569,0.003112516],"genre_scores_gemma":[0.002757266,0.0001636216,0.004921156,0.0001451211,0.00001742486,0.0004872465,0.9892856,0.0003070744,0.001915422],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.07835823,"threshold_uncertainty_score":0.2621344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01165351395315015,"score_gpt":0.3461925640272752,"score_spread":0.334539050074125,"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."}}