{"id":"W4230875287","doi":"10.1007/978-1-4614-6170-8_100067","title":"Machine Learning","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Machine Learning and Data Classification","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","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":[0.0004541618,0.001178588,0.0009200138,0.001597348,0.0006804924,0.002559878,0.001157459,0.001107065,0.08165839],"category_scores_gemma":[0.001541411,0.0004456798,0.0004305194,0.002058605,0.0008978786,0.00332776,0.001814804,0.002317808,0.07521041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009853893,"about_ca_system_score_gemma":0.0009530126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007680971,"about_ca_topic_score_gemma":0.001770376,"domain_scores_codex":[0.9993933,0.00006924377,0.00002141838,0.0001246513,0.0003608462,0.00003041589],"domain_scores_gemma":[0.9995601,0.0001617917,0.00001736014,0.0001227468,0.0001126413,0.00002534302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009589575,0.00003052182,0.0001097497,0.0002749139,0.00001270442,0.00003074115,0.00009539274,0.001137386,0.0007130813,0.1127619,0.2964779,0.5883461],"study_design_scores_gemma":[0.000002212926,0.000008854533,0.0001598924,0.0001635701,0.000004786411,0.0001091776,0.0000285046,0.001838122,0.000603776,0.08143269,0.9156389,0.000009509987],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.001144467,0.03021744,0.1643286,0.00414945,0.002530706,0.0001065452,0.0009567892,0.00242769,0.7941384],"genre_scores_gemma":[0.008755325,0.01683474,0.04011108,0.001501441,0.001367116,0.0001546339,0.00158554,0.0007359867,0.9289542],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.08165839,"threshold_uncertainty_score":0.2731745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01882602583033244,"score_gpt":0.2314418248966873,"score_spread":0.2126157990663549,"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."}}