{"id":"W1885793919","doi":"10.1016/0967-0653(96)86853-0","title":"10.1016/0967-0653(96)86853-0","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Machine Fault Diagnosis Techniques","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Outlier; Echo (communications protocol); Echo sounding; Depth sounding; Artificial intelligence; Pattern recognition (psychology); Computer science; Geology; Remote sensing; Oceanography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001023749,0.0001967505,0.0001904457,0.00009919173,0.00003623834,0.0000414654,0.0002786815,0.00008874274,0.9965605],"category_scores_gemma":[0.0000261626,0.0002081914,0.00006293824,0.000209281,0.00001498912,0.0001071354,0.00003030607,0.0001615723,0.9946476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005829313,"about_ca_system_score_gemma":0.00000613582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002515501,"about_ca_topic_score_gemma":4.20532e-7,"domain_scores_codex":[0.9991363,0.00001851692,0.0001923995,0.0001897787,0.000154805,0.0003082228],"domain_scores_gemma":[0.9994031,0.00004643127,0.00001033986,0.0003780423,0.00001952993,0.0001426245],"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":[0.000004691201,0.00001852185,2.147214e-7,0.00001017971,0.00001107553,0.000004200033,0.000009273822,0.0007321654,0.00005840103,0.000001005953,0.5315374,0.4676129],"study_design_scores_gemma":[0.00009840444,0.00005705328,0.00002692284,0.00002576611,0.00001071892,0.000005675843,1.714438e-7,0.003520407,0.002603418,0.00001477845,0.9933788,0.0002578594],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006486028,0.0001008116,0.00001165588,0.0001024864,0.00000202243,0.0002287321,0.00002114785,0.002143836,0.9967407],"genre_scores_gemma":[0.0007311056,0.000001459727,0.0008608474,0.00003648066,0.0001341753,0.00009375274,0.0000226059,0.0000705977,0.998049],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.467355,"threshold_uncertainty_score":0.84898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003998282048705198,"score_gpt":0.1869223019670285,"score_spread":0.1829240199183233,"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."}}