{"id":"W4252393094","doi":"10.1515/iupac.78.0428","title":"Model Verification","year":2016,"lang":"en","type":"dataset","venue":"IUPAC Standards Online","topic":"Real-time simulation and control systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Glossary; Relation (database); Computer science; Chemical nomenclature; Field (mathematics); Management science; Data science; Engineering; Chemistry; Data mining; Mathematics; Linguistics","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":[0.001969633,0.003022405,0.001243547,0.003823466,0.001080308,0.003036,0.004842932,0.002422052,0.1200277],"category_scores_gemma":[0.01410268,0.0007664955,0.003161418,0.003779839,0.0005005135,0.002613163,0.002208785,0.002237094,0.07848408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002410009,"about_ca_system_score_gemma":0.004076276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03165671,"about_ca_topic_score_gemma":0.06021807,"domain_scores_codex":[0.9978392,0.0004130377,0.0003396362,0.0006104899,0.000624223,0.0001734435],"domain_scores_gemma":[0.9946433,0.002263258,0.0003323908,0.001465841,0.001148206,0.0001470027],"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":[0.0001097301,0.00004796049,0.001398482,0.001533525,0.000098889,0.00007247953,0.00003000378,0.007959587,0.000226321,0.005143943,0.9673064,0.01607262],"study_design_scores_gemma":[0.00030031,0.00003268623,0.00153903,0.000803841,0.00006398897,0.0001517516,0.00005578413,0.01976927,0.0007662235,0.01687457,0.9595941,0.00004847936],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0003076851,0.0003275756,0.002718909,0.0002783144,0.00007184005,0.00007059184,0.9887717,0.003886667,0.003566717],"genre_scores_gemma":[0.001266285,0.0001942702,0.003070502,0.0001096472,0.000009422892,0.0001880865,0.9937655,0.0002511594,0.001145088],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1200277,"threshold_uncertainty_score":0.4015326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0147103337801546,"score_gpt":0.3509370200538163,"score_spread":0.3362266862736617,"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."}}