{"id":"W4409373994","doi":"10.1016/b978-0-443-15888-9.00028-5","title":"More advanced machine learning schemes","year":2025,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Machine Learning and Data Classification","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Computer science; Artificial intelligence","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":[0.0007102154,0.0008195321,0.0008104742,0.001329028,0.0006704515,0.002051027,0.0009328297,0.001139274,0.1003444],"category_scores_gemma":[0.001613247,0.0003775413,0.000767995,0.001957423,0.001117948,0.003987836,0.001367987,0.002780194,0.04274878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008860016,"about_ca_system_score_gemma":0.0004657133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005746454,"about_ca_topic_score_gemma":0.0009398431,"domain_scores_codex":[0.9996157,0.00007249734,0.00002055051,0.00009015138,0.0001769886,0.0000241769],"domain_scores_gemma":[0.9995493,0.0001479169,0.00001443452,0.0001969291,0.00007508399,0.00001633485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001636516,0.00004631518,0.0001006638,0.0002049998,0.00001535393,0.0000244105,0.000083341,0.002611318,0.001307827,0.5234976,0.09556926,0.3765225],"study_design_scores_gemma":[0.000007349298,0.00002012845,0.0002523365,0.0001078227,0.00001006536,0.0001358417,0.00002293497,0.009456115,0.0008885599,0.4631968,0.5258867,0.00001529149],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.003328626,0.01777322,0.3396667,0.005047306,0.003978927,0.0000856687,0.0008927404,0.001644399,0.6275823],"genre_scores_gemma":[0.03287989,0.01024874,0.1380974,0.001634502,0.002399148,0.00009121683,0.001342199,0.0005764004,0.8127306],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1003444,"threshold_uncertainty_score":0.3356853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01152121543013519,"score_gpt":0.2543790732767027,"score_spread":0.2428578578465675,"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."}}