{"id":"W4251949739","doi":"10.1007/978-1-4471-4808-1_1","title":"Introduction","year":2012,"lang":"en","type":"book-chapter","venue":"","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; McMaster University","funders":"","keywords":"Key (lock); Computer science; Psychology; Computer security","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":["insufficient_payload"],"category_scores_codex":[0.0003950826,0.001022629,0.0006104652,0.001760686,0.001021432,0.00299777,0.001364064,0.001306488,0.46845],"category_scores_gemma":[0.001339484,0.0003612316,0.0004768164,0.001550955,0.0004823856,0.00285854,0.001832508,0.001672524,0.3989695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009645642,"about_ca_system_score_gemma":0.001384879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001931805,"about_ca_topic_score_gemma":0.004081657,"domain_scores_codex":[0.9996004,0.0000337512,0.00001355635,0.00008581974,0.0002223476,0.00004410003],"domain_scores_gemma":[0.9996017,0.0000586198,0.00001348822,0.00005860929,0.000203528,0.00006412322],"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":[0.00001923476,0.00004460384,0.00007241975,0.0001965339,0.000002471092,0.00004429524,0.0001040581,0.0002821696,0.0006688604,0.03112861,0.682119,0.2853177],"study_design_scores_gemma":[0.000001189715,0.000005107168,0.00005469542,0.00006294227,8.623281e-7,0.00003219591,0.00002049807,0.00003477213,0.00009799715,0.003610834,0.9960764,0.000002399302],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003350179,0.004676618,0.008760752,0.001470806,0.003362149,0.0001221354,0.001322973,0.0008092733,0.9791402],"genre_scores_gemma":[0.0007222189,0.002032824,0.001535383,0.0004877736,0.0004254648,0.00004572934,0.000822702,0.0001958354,0.9937319],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5315499,"threshold_uncertainty_score":0.7581915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007090782345250619,"score_gpt":0.1764696568940217,"score_spread":0.169378874548771,"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."}}