{"id":"W3147514407","doi":"10.1190/geo2020-0756.1","title":"Predictive geologic mapping from geophysical data using self-organizing maps: A case study from Baie Verte, Newfoundland, Canada","year":2021,"lang":"en","type":"article","venue":"Geophysics","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Cluster analysis; Geologic map; Self-organizing map; Geology; Data mining; Geological survey; Computer science; Geophysics; Artificial intelligence; Geomorphology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001703388,0.0004035425,0.0005224238,0.00002832488,0.0005372188,0.000284756,0.001701668,0.0001245045,0.00005279213],"category_scores_gemma":[0.0001776474,0.0004185879,0.00006732677,0.0007950199,0.00004769063,0.0006906473,0.003389464,0.0005026819,0.00002256153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002603114,"about_ca_system_score_gemma":0.001404022,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7404591,"about_ca_topic_score_gemma":0.1986018,"domain_scores_codex":[0.9965935,0.0002218211,0.0004302851,0.001541341,0.000557768,0.000655222],"domain_scores_gemma":[0.9962194,0.0004710671,0.0002223555,0.002547221,0.0003235631,0.0002164033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000111848,0.007757265,0.5373945,0.0002935511,0.006614766,0.3094097,0.04887685,0.0114263,0.03574452,0.001602004,0.01474135,0.02602729],"study_design_scores_gemma":[0.003734509,0.0002275673,0.06836674,0.00020994,0.0006087277,0.001468118,0.02484718,0.8504031,0.001587604,0.03449678,0.01138511,0.002664582],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9602036,0.0001382411,0.03693805,0.0004067929,0.0008432227,0.0002559747,0.0003466499,0.0002450926,0.0006223221],"genre_scores_gemma":[0.9824885,0.000004918361,0.01571288,0.0004181187,0.0007669198,0.000009555627,0.0004554878,0.00001218635,0.0001314371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8389768,"threshold_uncertainty_score":0.9998266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03597033214696439,"score_gpt":0.233314723782528,"score_spread":0.1973443916355636,"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."}}