{"id":"W7009955722","doi":"","title":"Fondations of Machine Learning, part 1","year":2019,"lang":"en","type":"other","venue":"OpenEdition (OpenEdition)","topic":"Gaussian Processes and Bayesian Inference","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Centre National de la Recherche Scientifique; AXA Research Fund","keywords":"Model selection; Selection (genetic algorithm); Series (stratigraphy); Econometric model; Maximum likelihood; Time series","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002516071,0.0004267852,0.0005751297,0.0004505427,0.0001649529,0.0002751625,0.001502986,0.0003447754,0.01236224],"category_scores_gemma":[0.00009058973,0.0004131593,0.0001717514,0.0006062744,0.0001183687,0.004245352,0.0003956481,0.0004337037,0.004371296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004956501,"about_ca_system_score_gemma":0.0003153451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001092096,"about_ca_topic_score_gemma":0.0003685179,"domain_scores_codex":[0.997463,0.000129122,0.0005766997,0.0007905164,0.0006587472,0.0003818839],"domain_scores_gemma":[0.9976224,0.00008796139,0.0009073305,0.000996806,0.0002224926,0.0001629511],"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":[0.000004973951,0.0001388603,0.00005115392,0.0002343571,0.00006503806,0.00001012798,0.00002891687,0.00002772003,0.00002162252,0.5048628,0.4891381,0.005416321],"study_design_scores_gemma":[0.0005098853,0.0001887831,0.0003165207,0.0005655868,0.00003787421,0.00002167792,0.00001077052,0.0009115456,0.0003206539,0.002256059,0.9943557,0.0005049427],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001661084,0.0006334369,0.2061052,0.007083819,0.001980127,0.0006146612,0.0004424363,0.0003803514,0.7827582],"genre_scores_gemma":[0.00515807,0.0009241835,0.0182395,0.004498616,0.0007417835,0.0002403116,0.002189641,0.000277316,0.9677306],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5052176,"threshold_uncertainty_score":0.999832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01324343665382424,"score_gpt":0.2360545800031397,"score_spread":0.2228111433493155,"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."}}