{"id":"W1640624558","doi":"","title":"Modeling Comparisons for some Classification Methods, Bayesian, Neural and Traditional Cluster Techniques","year":2010,"lang":"en","type":"article","venue":"Dialnet (Universidad de la Rioja)","topic":"Time Series Analysis and Forecasting","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Outaouais","funders":"","keywords":"Bayesian probability; Cluster (spacecraft); Artificial intelligence; Artificial neural network; Machine learning; Computer science; Pattern recognition (psychology)","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":[],"consensus_categories":[],"category_scores_codex":[0.0005832838,0.0001157411,0.0001708049,0.0001651319,0.0002910691,0.0002234113,0.0003424541,0.0001095444,0.0000126078],"category_scores_gemma":[0.00004458314,0.0001218271,0.00009574136,0.0001865802,0.0000908519,0.0007672795,0.00008927591,0.0002290706,0.000001006598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002582501,"about_ca_system_score_gemma":0.00004325879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004832195,"about_ca_topic_score_gemma":0.00003820273,"domain_scores_codex":[0.999119,0.0001073083,0.0001438217,0.0003042765,0.000109908,0.0002156319],"domain_scores_gemma":[0.9992199,0.0002991135,0.00008144643,0.0002356144,0.00005960816,0.0001043396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000027444,0.00006582412,0.0002809601,0.00002074085,0.0000474863,0.000004483226,0.0008225852,0.001639274,0.01505179,0.7849781,0.00151441,0.1955469],"study_design_scores_gemma":[0.0002032207,0.00003383278,0.0009335265,0.000005159693,0.00002588323,0.00002132368,0.0001201417,0.9761257,0.0003403439,0.01775774,0.004285599,0.0001474936],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03341183,0.00003178586,0.9636185,0.001554001,0.00009831585,0.0001386387,0.00001037338,0.000123103,0.001013492],"genre_scores_gemma":[0.5443112,0.000006080448,0.4553827,0.0001288195,0.00009553524,0.000008471224,0.00001404495,0.000006999961,0.00004612885],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9744865,"threshold_uncertainty_score":0.4967966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04096122164294366,"score_gpt":0.2948123394819397,"score_spread":0.2538511178389961,"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."}}