{"id":"W4235777118","doi":"10.1016/b978-0-12-821310-0.00017-6","title":"Preface","year":2021,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saskatchewan Cancer Agency; University of Saskatchewan","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":[],"consensus_categories":[],"category_scores_codex":[0.0004630946,0.001122079,0.0008322396,0.003360543,0.001879144,0.003668176,0.001197133,0.001107009,0.6604031],"category_scores_gemma":[0.002388714,0.0004173408,0.0006085853,0.002592803,0.0004553591,0.002315487,0.001693752,0.001930393,0.5296584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001383663,"about_ca_system_score_gemma":0.001466928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005224024,"about_ca_topic_score_gemma":0.00936714,"domain_scores_codex":[0.999645,0.00003551643,0.00001420816,0.00004774197,0.0002253996,0.00003224055],"domain_scores_gemma":[0.9990746,0.0001521052,0.00003047391,0.0000984997,0.0004784091,0.0001658717],"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":[0.00001450648,0.00002081507,0.00002828855,0.00009130132,0.000001117639,0.00002802037,0.0000354663,0.00006710261,0.0001201607,0.003629965,0.9285019,0.06746136],"study_design_scores_gemma":[0.000002020611,0.000006698889,0.00009526596,0.00008491217,0.000001135749,0.00002935337,0.00003302659,0.00002388659,0.00004830022,0.001211345,0.9984617,0.000002515852],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003181807,0.004530926,0.001247587,0.002178745,0.01439482,0.0001594717,0.001942585,0.0006064402,0.9746211],"genre_scores_gemma":[0.0004195544,0.001220402,0.0002797238,0.0002940792,0.0009880119,0.00003150336,0.0008403413,0.000184685,0.9957417],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6604031,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02258201707853805,"score_gpt":0.2497199098104277,"score_spread":0.2271378927318896,"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."}}