{"id":"W4377993385","doi":"10.2139/ssrn.4453903","title":"The Plain Truths of Seismic Processes","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Seismology and Earthquake Studies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Geology; Seismology","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":[0.001627967,0.00007911547,0.0001081032,0.00007635309,0.0005455989,0.00004133994,0.0007724042,0.00002779535,0.000001084604],"category_scores_gemma":[0.0001844357,0.00004985644,0.00005252586,0.000637871,0.00009302589,0.0001466633,0.00007778241,0.0006274929,0.00005184073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005292342,"about_ca_system_score_gemma":0.001347776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001313001,"about_ca_topic_score_gemma":0.000136877,"domain_scores_codex":[0.9981465,0.00007262077,0.0001804468,0.0001232754,0.0001764802,0.001300648],"domain_scores_gemma":[0.9992784,0.0003057829,0.0001089619,0.0001866528,0.00009437658,0.00002579161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004380313,0.00004067676,0.003678564,0.00002229867,0.000385069,0.00001794134,0.002158011,0.001127732,0.0001081804,0.7398061,0.002792492,0.2498191],"study_design_scores_gemma":[0.0003802216,0.000313346,0.004907863,0.00001685435,0.00001222891,0.0004765914,0.002087614,0.003559544,0.0005385657,0.9759557,0.01161289,0.0001385645],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6480345,0.0207631,0.2972411,0.02988301,0.001430229,0.0002115942,0.000001897644,0.0003341479,0.002100475],"genre_scores_gemma":[0.9904285,0.008195918,0.00006328669,0.0001013994,0.00008404386,0.000003762247,2.532386e-7,0.000004701248,0.001118151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.342394,"threshold_uncertainty_score":0.4196361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008997235352407875,"score_gpt":0.2328566865584861,"score_spread":0.2238594512060782,"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."}}