{"id":"W2558826187","doi":"","title":"Maintenance: Pursuing peak performance","year":2016,"lang":"en","type":"article","venue":"Mining magazine","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Computer science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004339149,0.000786907,0.0004272301,0.00124169,0.007968204,0.01114342,0.001902167,0.003124092,0.04950232],"category_scores_gemma":[0.01085705,0.0003429278,0.0004202097,0.001068315,0.003196145,0.007828494,0.00509327,0.005439357,0.01833438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003289457,"about_ca_system_score_gemma":0.0101646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01985872,"about_ca_topic_score_gemma":0.05870698,"domain_scores_codex":[0.9966872,0.0003753499,0.00005794864,0.0002672197,0.001446208,0.001165973],"domain_scores_gemma":[0.9856889,0.0008768356,0.0003575149,0.000670889,0.003693646,0.008712247],"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":[0.00007973969,0.0001325682,0.002174545,0.0000579538,0.00001177534,0.00006544263,0.001267669,0.0001522057,0.0005779761,0.0140166,0.7859231,0.1955404],"study_design_scores_gemma":[0.00004767574,0.00023644,0.007147291,0.0003058917,0.00002416944,0.0002243888,0.008354659,0.0009519061,0.0007641785,0.04437747,0.9375086,0.00005719812],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.02684013,0.007757791,0.01903473,0.5147998,0.01565094,0.0000924319,0.0002532783,0.003751231,0.4118197],"genre_scores_gemma":[0.3105506,0.005605918,0.01836826,0.08372221,0.007891184,0.0001391469,0.0004096726,0.002361743,0.5709512],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04950232,"threshold_uncertainty_score":0.1656017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05559683358627017,"score_gpt":0.3030114993634671,"score_spread":0.2474146657771969,"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."}}