{"id":"W4293222154","doi":"10.1007/s00603-022-03021-4","title":"Early Violent Failure Precursor Prediction Based on Infrared Radiation Characteristics for Coal Specimens Under Different Loading Rates","year":2022,"lang":"en","type":"article","venue":"Rock Mechanics and Rock Engineering","topic":"Yersinia bacterium, plague, ectoparasites research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"Geomechanica (Canada)","funders":"National Natural Science Foundation of China","keywords":"Autocorrelation; Inflection point; Lag; Stress (linguistics); Materials science; Infrared; Coal; Deformation (meteorology); Mathematics; Statistics; Environmental science; Geology; Composite material; Engineering; Computer science; Physics; Optics; Geometry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001103811,0.0001997246,0.0001695985,0.0001179638,0.0002603464,0.00005183471,0.0001144728,0.0001051152,0.00002459168],"category_scores_gemma":[0.00004767705,0.0002108568,0.00006976906,0.000073808,6.076253e-7,0.000007721251,0.0001291187,0.000188227,0.000001555608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000101703,"about_ca_system_score_gemma":0.00003451561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001284266,"about_ca_topic_score_gemma":0.00000100077,"domain_scores_codex":[0.9989183,0.00003212098,0.0001996651,0.0003456329,0.0001986031,0.0003057016],"domain_scores_gemma":[0.9995455,0.0000404685,0.00007005624,0.0001883596,0.00004764977,0.0001080331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003151516,0.000131211,0.0009307108,0.00009737133,0.00008359904,0.000001974324,0.00007224522,0.2387917,0.7587506,0.000341923,0.0003669497,0.0001165147],"study_design_scores_gemma":[0.0009323312,0.001220367,0.005296308,0.00003017114,0.00002682765,0.00000640744,0.00004359545,0.9164116,0.07042659,0.00002579538,0.005332703,0.0002473423],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6155463,0.00009821856,0.3831555,0.00006724538,0.0003481104,0.0004674584,0.0002777466,0.00003277781,0.000006697285],"genre_scores_gemma":[0.9983956,0.00005079841,0.0001428907,0.00005131721,0.0002291409,0.0001644284,0.0007849229,0.00004645935,0.0001344649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.688324,"threshold_uncertainty_score":0.8598492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007243585489836662,"score_gpt":0.2208019830579259,"score_spread":0.2135583975680892,"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."}}