{"id":"W4400260005","doi":"10.3997/1365-2397.fb2024055","title":"Revisiting Baranov’s thoughts on Mathematics and Geophysical Interpretation","year":2024,"lang":"en","type":"article","venue":"First Break","topic":"Geological Studies and Exploration","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Interpretation (philosophy); Geology; Geophysics; Metamorphic petrology; Telmatology; Environmental geology; Geobiology; Igneous petrology; Regional geology; Seismology; Epistemology; Engineering geology; Tectonics; Volcanism; Computer science; Philosophy","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":[0.0000864255,0.00006485102,0.00008040326,0.00001735833,0.0001223709,0.00008572691,0.0000343987,0.00002644176,0.0001604437],"category_scores_gemma":[0.00003575185,0.00004216428,0.00002395627,0.00007901535,0.00002436654,0.00009865151,0.000007581931,0.00006550194,0.0005613888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000197753,"about_ca_system_score_gemma":0.000002698315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001184603,"about_ca_topic_score_gemma":0.0001588549,"domain_scores_codex":[0.999571,0.00001025904,0.00009240075,0.0001382341,0.00008792146,0.0001001345],"domain_scores_gemma":[0.9997001,0.0001991753,0.00001422681,0.00004659667,0.000008468752,0.00003140952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007745192,0.0000395221,0.01930242,0.0006901433,0.00007130612,0.000070839,0.007245386,0.002311152,0.0000275072,0.008128742,0.00452178,0.9575137],"study_design_scores_gemma":[0.0001427899,0.0003454945,0.3491921,0.000539861,0.00003585087,0.00002812485,0.0004746252,0.5767871,0.00004380195,0.02144631,0.05067834,0.000285691],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9631577,0.001982915,0.002654222,0.006538856,0.000644161,0.000209699,0.00003464826,0.0002000861,0.02457771],"genre_scores_gemma":[0.9986386,0.0001049686,0.0005869838,0.0001080689,0.0004160902,0.00000108871,0.00002934984,0.000001530553,0.000113359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9572281,"threshold_uncertainty_score":0.7215706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01550224468054487,"score_gpt":0.2126698088113515,"score_spread":0.1971675641308067,"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."}}