{"id":"W2790114131","doi":"10.1071/aseg2018abw9_3f","title":"Petrophysics and Exploration Targeting: The Value Proposition","year":2018,"lang":"en","type":"article","venue":"ASEG Extended Abstracts","topic":"Geophysical and Geoelectrical Methods","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Barrick Gold Corporation","keywords":"Petrophysics; Geology; Mafic; Context (archaeology); Geophysics; Petrology; Geochemistry; Porphyry copper deposit; Pyrite; Metallogeny; Seismology; Paleontology; Porosity; Sphalerite; Fluid inclusions; Hydrothermal circulation","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004285894,0.0008952458,0.000767341,0.001783268,0.001729815,0.01112615,0.001273969,0.005123491,0.01922405],"category_scores_gemma":[0.01272204,0.0004182032,0.0004477557,0.001881947,0.01471947,0.01941904,0.005294188,0.00528296,0.003207349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004729801,"about_ca_system_score_gemma":0.005323871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004477872,"about_ca_topic_score_gemma":0.002273855,"domain_scores_codex":[0.9980895,0.0008631077,0.00005490793,0.0002449692,0.0005624666,0.0001851501],"domain_scores_gemma":[0.9902868,0.005346806,0.0005325067,0.001337697,0.001616489,0.0008796866],"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":[0.00005402046,0.0000324177,0.001234876,0.0001680953,0.00002335897,0.000194733,0.0001747759,0.001978553,0.0001387038,0.9083884,0.01707449,0.07053763],"study_design_scores_gemma":[0.00000845126,0.00002006901,0.0004743359,0.000259435,0.00001029068,0.0001927985,0.0003807338,0.001425852,0.00009930018,0.9423295,0.0547808,0.00001833734],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01838381,0.0549776,0.04932116,0.5666751,0.003392738,0.0001026712,0.0007612777,0.0002614206,0.3061242],"genre_scores_gemma":[0.806,0.06592004,0.02250168,0.02826238,0.008319181,0.0002352443,0.0003809836,0.0002045226,0.06817587],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01922405,"threshold_uncertainty_score":0.06431085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01640726119694465,"score_gpt":0.245048707569143,"score_spread":0.2286414463721983,"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."}}