{"id":"W2096333837","doi":"10.1071/aseg2009ab109","title":"Constraining gravity and magnetics inversions for mineral exploration using limited geological data","year":2009,"lang":"en","type":"article","venue":"ASEG Extended Abstracts","topic":"Geophysical and Geoelectrical Methods","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Geophysics; Inversion (geology); Geology; Mineral exploration; Potential field; Exploration geophysics; Gravity anomaly; Seismology; Petroleum engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006808164,0.0005556043,0.0005341303,0.0007714836,0.0003894418,0.0006857056,0.0009093219,0.000554579,0.002994685],"category_scores_gemma":[0.004261963,0.000567366,0.0003443438,0.0008560503,0.000481691,0.0009945527,0.001180892,0.0006660999,0.0007461516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005288387,"about_ca_system_score_gemma":0.001957847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02044659,"about_ca_topic_score_gemma":0.03950369,"domain_scores_codex":[0.9998135,0.00004844917,0.00001008452,0.00004151339,0.00006174715,0.00002472664],"domain_scores_gemma":[0.9993315,0.0003690456,0.00007242076,0.0001128349,0.00008537598,0.00002878848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002246961,0.0001006166,0.01536474,0.0001659476,0.00007731668,0.0002450485,0.0002837604,0.7185695,0.0225104,0.02088906,0.006729634,0.2148393],"study_design_scores_gemma":[0.00002199074,0.0000118411,0.001387748,0.000006220366,0.000006999684,0.0000284052,0.00003951506,0.9852278,0.00301519,0.008176728,0.002065252,0.00001231472],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.107507,0.000117032,0.8852846,0.0002107164,0.0000165026,0.00003673896,0.0009542475,0.002783703,0.003089512],"genre_scores_gemma":[0.5417354,0.0001410471,0.4536301,0.00005876002,0.00002534323,0.0001149219,0.002122445,0.0004049781,0.001767033],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02044659,"threshold_uncertainty_score":0.0406552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1249923917230411,"score_gpt":0.3139377722054006,"score_spread":0.1889453804823596,"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."}}