{"id":"W2946646952","doi":"10.1080/08123985.2019.1604068","title":"Comparison of geophysical inversion programs run on aeromagnetic data collected over the Highland Valley Copper district, British Columbia, Canada","year":2019,"lang":"en","type":"article","venue":"Exploration Geophysics","topic":"Geophysical and Geoelectrical Methods","field":"Earth and Planetary Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; BC Studies; Université Laval; University of Alberta; University of Victoria; McMaster University; Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada; Memorial University of Newfoundland","keywords":"Geology; Inversion (geology); Geophysics; Seismology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0001324093,0.0001684096,0.0003970393,0.00001743594,0.0002616112,0.0002260494,0.0006032955,0.00007226645,0.0004703809],"category_scores_gemma":[0.00006987411,0.0001609178,0.00006554405,0.0009257518,0.00009633743,0.0003431413,0.00006748424,0.0002963804,0.000163527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001659433,"about_ca_system_score_gemma":0.0002598376,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.847243,"about_ca_topic_score_gemma":0.8606966,"domain_scores_codex":[0.9977646,0.0002515734,0.0003667215,0.0004779916,0.0007795776,0.0003595435],"domain_scores_gemma":[0.9983972,0.0004878486,0.0002106946,0.0006471346,0.0001195387,0.0001376351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001820834,0.0008488884,0.4837591,0.0000995723,0.0001090571,0.00001175362,0.000348348,0.001620242,0.000231098,0.0001202405,0.09385462,0.418815],"study_design_scores_gemma":[0.000529811,0.0009687754,0.9462718,0.00003315713,0.00003730928,7.551533e-7,0.0001313438,0.04332221,0.00005590365,0.001173616,0.007219823,0.0002554323],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973931,0.00005590073,0.00004743733,0.0002480465,0.0004644863,0.0005883699,0.0002364687,0.00003475607,0.0009313773],"genre_scores_gemma":[0.9963556,0.00001515664,0.0001730219,0.0002259924,0.0001833077,0.000005998008,0.00183413,0.000007788486,0.001199019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4625128,"threshold_uncertainty_score":0.6562039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03101270932381549,"score_gpt":0.2428625816986622,"score_spread":0.2118498723748467,"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."}}