{"id":"W4239713719","doi":"10.1016/b978-0-12-817945-1.00057-5","title":"Preface","year":2019,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Asia Pacific Foundation of Canada","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004669297,0.001098703,0.0007859288,0.003510676,0.001840183,0.003710394,0.001187728,0.001082754,0.6464741],"category_scores_gemma":[0.002513858,0.0003793717,0.0005715482,0.002708969,0.0004772541,0.002324219,0.001688857,0.001907897,0.5056196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001378277,"about_ca_system_score_gemma":0.001536784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005011673,"about_ca_topic_score_gemma":0.009116768,"domain_scores_codex":[0.9996334,0.00003719013,0.0000152573,0.00004801693,0.0002336005,0.00003247994],"domain_scores_gemma":[0.9990543,0.0001558131,0.00003211287,0.00009942769,0.0004952565,0.0001631257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001398936,0.00002051337,0.0000285489,0.00009384924,0.000001130728,0.00002946548,0.00003624461,0.0000643254,0.0001158188,0.00398763,0.925477,0.07013135],"study_design_scores_gemma":[0.0000018476,0.000005967005,0.00008567494,0.00008767999,0.000001084241,0.00002965549,0.00003184863,0.00002253061,0.00004630543,0.001257197,0.9984277,0.000002427761],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003133955,0.004911979,0.001259669,0.002319534,0.01550399,0.0001419144,0.001800276,0.0005626436,0.9731866],"genre_scores_gemma":[0.0004504032,0.001358686,0.0002945906,0.0003188864,0.001097112,0.00002945385,0.0008358569,0.0001804595,0.9954346],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3535259,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01959251867748201,"score_gpt":0.244323328655987,"score_spread":0.224730809978505,"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."}}