{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001901508,0.0003620663,0.0004414633,0.000179627,0.00004632636,0.00004105332,0.0002461059,0.0003383223,0.0002497001],"category_scores_gemma":[0.0001315028,0.0003157996,0.00008830913,0.0001029359,0.00002486492,0.0002030272,0.00003771329,0.0002472923,0.000003307734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006330747,"about_ca_system_score_gemma":0.0001368336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006446367,"about_ca_topic_score_gemma":0.00006512955,"domain_scores_codex":[0.9983652,0.00002606411,0.0004354868,0.0002801541,0.0005910256,0.0003020887],"domain_scores_gemma":[0.9988818,0.00003553038,0.0001193141,0.0006172332,0.0002526937,0.00009341249],"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":[0.00001161696,0.000009931087,1.672538e-7,0.00009196848,0.00004042333,0.000002997667,0.000002509678,0.2783604,0.00003753273,0.000006375601,0.7203066,0.001129538],"study_design_scores_gemma":[0.0005414349,0.00001857156,2.292853e-7,0.0001976798,0.00005267863,0.000003174831,0.000001826248,0.1253013,0.00002995499,0.000216932,0.8733004,0.0003358497],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.000003976184,0.0003265622,0.2607175,0.00003596809,0.0005380833,0.0002352245,0.7377992,0.0002813846,0.0000621306],"genre_scores_gemma":[0.00008540198,0.0006670225,0.0006414964,0.000026843,0.0006118466,0.00003737014,0.9976392,0.00008296685,0.0002077933],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.260076,"threshold_uncertainty_score":0.9999294,"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."}}