{"id":"W2989698997","doi":"10.1002/cjs.11524","title":"Partial order relations for classification comparisons","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Statistics","topic":"Advanced Statistical Methods and Models","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Outlier; Constant false alarm rate; Naive Bayes classifier; Classifier (UML); Word error rate; Bayes' theorem; Artificial intelligence; Mathematics; Machine learning; Bayes error rate; Lemma (botany); Computer science; Bayes classifier; Pattern recognition (psychology); Statistics; Data mining; Bayesian probability; Support vector machine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003407767,0.00008816118,0.0002417632,0.0001038102,0.00011006,0.00003101443,0.000110872,0.00005933781,0.0002981514],"category_scores_gemma":[0.002517097,0.00008214856,0.00004168477,0.00009658479,0.00006002873,0.00008287562,0.00000336087,0.0001710185,0.00001953433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001058427,"about_ca_system_score_gemma":0.0008586867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008404903,"about_ca_topic_score_gemma":0.001810174,"domain_scores_codex":[0.9990411,0.00005051162,0.0004674366,0.00009293556,0.0001200726,0.0002279658],"domain_scores_gemma":[0.9971355,0.001455647,0.0003058942,0.0001359755,0.0006022605,0.0003647545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001365534,0.00001393773,0.0007859231,0.00002952601,0.00002530226,0.000005394877,0.000149377,0.0002081114,0.00005643794,0.9573432,0.03667859,0.004690594],"study_design_scores_gemma":[0.000664353,0.0001988263,0.001354009,0.00005519679,0.0001095639,0.0000213876,0.0002737565,0.04242449,0.00002501379,0.8823807,0.07233363,0.0001591119],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001059304,0.00003623312,0.9960097,0.0003445219,0.0004601682,0.0002239578,0.0008555387,0.000004331514,0.001006215],"genre_scores_gemma":[0.1260818,0.000003355431,0.8729373,0.0000584907,0.00008484776,0.000004562035,0.0000171004,0.0000196542,0.0007928892],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1250225,"threshold_uncertainty_score":0.3349921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1947829196111858,"score_gpt":0.410122285163246,"score_spread":0.2153393655520602,"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."}}