{"id":"W6904653965","doi":"10.14288/1.0391054","title":"Characterization of Mineralogy in the Highland Valley Porphyry Cu District Using Hyperspectral Imaging, and Potential Applications","year":2020,"lang":"en","type":"article","venue":"Open Collections","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Epidote; Hyperspectral imaging; Tourmaline; Mica; Mineralization (soil science); Kaolinite","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0001616717,0.0002647874,0.0001731225,0.002951261,0.0006154431,0.0008132872,0.0003734335,0.000264828,0.0005812058],"category_scores_gemma":[0.0003177562,0.0001705159,0.00007979618,0.003171727,0.0004312914,0.0002310742,0.0002461899,0.0001675179,0.0001146167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001397121,"about_ca_system_score_gemma":0.0008380669,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3679387,"about_ca_topic_score_gemma":0.6843477,"domain_scores_codex":[0.9998418,0.00001036607,0.000005359139,0.00004571112,0.00005249741,0.0000442704],"domain_scores_gemma":[0.9998189,0.00001580755,0.00003462769,0.000007281418,0.0000928332,0.0000305642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002141049,0.0001121533,0.7493488,0.0002191034,0.0000553297,0.0004521289,0.0009682105,0.001992961,0.1360206,0.000333599,0.0009838637,0.109299],"study_design_scores_gemma":[0.000003824791,0.00001619589,0.990484,0.00001286927,0.000008590365,0.0001174307,0.0005742349,0.003323846,0.004344479,0.00005660958,0.001051669,0.00000630883],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959,0.0004417414,0.0008613174,0.00005023565,0.00000204231,0.00002800676,0.0005441409,0.00004026962,0.002132298],"genre_scores_gemma":[0.9962525,0.0002499362,0.002296655,0.00001451557,0.000002989379,0.00001072249,0.0003756833,0.000008194545,0.0007887918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6320614,"threshold_uncertainty_score":0.7315941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01654506335271642,"score_gpt":0.2299977742348399,"score_spread":0.2134527108821235,"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."}}