{"id":"W4211081006","doi":"10.1017/9781108164085.008","title":"Supervised Machine Learning","year":2017,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"AI-based Problem Solving and Planning","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Artificial intelligence; Transformational leadership; Appeal; Space (punctuation); Graduate students; Data science; Psychology; Pedagogy","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":[0.001544044,0.000970662,0.001220773,0.001309884,0.0006568941,0.002860259,0.002088671,0.001370067,0.02071684],"category_scores_gemma":[0.005640248,0.0003898992,0.0008215311,0.002195692,0.0009294004,0.002527509,0.001859796,0.002146362,0.01332825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007510955,"about_ca_system_score_gemma":0.001588158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001037475,"about_ca_topic_score_gemma":0.001793545,"domain_scores_codex":[0.997885,0.000556002,0.0001460796,0.0005060341,0.0008036392,0.000103157],"domain_scores_gemma":[0.9980241,0.0008220823,0.0001074148,0.0005066851,0.0004609981,0.00007863496],"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":[0.00005938584,0.00009253375,0.001023732,0.000575593,0.0001334009,0.00007818847,0.0001044915,0.01372744,0.000899583,0.05632875,0.1234497,0.8035273],"study_design_scores_gemma":[0.00005536951,0.0001417935,0.001793403,0.0004053948,0.00005891547,0.0005072569,0.0001665831,0.2841965,0.003321567,0.309905,0.3993887,0.00005958726],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.007243159,0.01813696,0.8439194,0.003900504,0.002284961,0.0003727428,0.0027873,0.005568122,0.1157869],"genre_scores_gemma":[0.2063141,0.01794943,0.5817096,0.002777377,0.003501883,0.001108058,0.02015061,0.001377389,0.1651116],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02071684,"threshold_uncertainty_score":0.06930476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02755857449181332,"score_gpt":0.1984598929302278,"score_spread":0.1709013184384145,"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."}}