{"id":"W4230018868","doi":"10.1007/978-1-4939-7131-2_100620","title":"Machine Learning","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Machine Learning and Data Classification","field":"Computer Science","cited_by":1,"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":[0.0004919218,0.001241074,0.0009172702,0.001629421,0.0007037772,0.002814691,0.001157728,0.001154007,0.09191149],"category_scores_gemma":[0.001735443,0.0004469122,0.0004437545,0.002113636,0.0009247639,0.003607051,0.001903091,0.002536976,0.09163581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001012253,"about_ca_system_score_gemma":0.0009604544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006568872,"about_ca_topic_score_gemma":0.001466785,"domain_scores_codex":[0.9993675,0.0000709076,0.00002260073,0.0001341354,0.0003727384,0.00003209165],"domain_scores_gemma":[0.9994869,0.0001832212,0.00002052151,0.0001460115,0.0001305082,0.00003281965],"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":[0.00001036896,0.00003156903,0.0001082255,0.0003043999,0.00001207825,0.00002864656,0.00009430192,0.0009712046,0.0006948028,0.1090806,0.349461,0.5392027],"study_design_scores_gemma":[0.000002012243,0.000007878739,0.000142534,0.0001524283,0.000004017716,0.00008939219,0.00002415218,0.001388428,0.0004750711,0.07288706,0.9248189,0.000008103518],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001099717,0.03370649,0.1378037,0.005017707,0.003421776,0.0001053008,0.001172927,0.002517798,0.8151546],"genre_scores_gemma":[0.0085893,0.01835162,0.03353049,0.001665747,0.001870394,0.0001569692,0.001866931,0.0008420729,0.9331266],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09191149,"threshold_uncertainty_score":0.3074746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02391481178120259,"score_gpt":0.2448290499737136,"score_spread":0.220914238192511,"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."}}