{"id":"W3121450286","doi":"10.3390/min11020103","title":"Automated Indicator Mineral Analysis of Fine-Grained Till Associated with the Sisson W-Mo Deposit, New Brunswick, Canada","year":2021,"lang":"en","type":"article","venue":"Minerals","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Arthur B. McDonald-Canadian Astroparticle Physics Research Institute; Geological Survey of Canada; Queen's University","funders":"","keywords":"Sphalerite; Geology; Galena; Wolframite; Cassiterite; Geochemistry; Pyrite; Mineralization (soil science); Mineralogy; Arsenopyrite; Mineral; Mineral exploration; Pyrrhotite; Heavy mineral; Sulfide minerals; Chalcopyrite; Chemistry; Provenance; Soil science; Tungsten; Soil water; Tin","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002101001,0.0003542286,0.0002035042,0.003008049,0.001479142,0.0007639545,0.0006837239,0.0001882553,0.002455493],"category_scores_gemma":[0.0004645964,0.0002442174,0.0001679531,0.002885242,0.0005203437,0.0001915662,0.0004956212,0.000205564,0.0005321522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01005451,"about_ca_system_score_gemma":0.01580853,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9878242,"about_ca_topic_score_gemma":0.9979116,"domain_scores_codex":[0.9997508,0.000004787512,0.00001071071,0.00005751074,0.0001223589,0.00005375575],"domain_scores_gemma":[0.9992773,0.00002449287,0.00005704057,0.00001899809,0.0005525117,0.00006963191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003317873,0.0000954866,0.7289604,0.0003982118,0.0001181076,0.001592701,0.003288768,0.002710035,0.1243903,0.001094433,0.008671106,0.1283486],"study_design_scores_gemma":[0.00001982968,0.00002401601,0.9756224,0.00005842575,0.00001834357,0.000200962,0.00135592,0.002647792,0.00680996,0.00005855092,0.01316131,0.00002255824],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9634503,0.001027449,0.002365808,0.00015157,0.00002148084,0.0003112221,0.01218931,0.0002686361,0.02021434],"genre_scores_gemma":[0.9548038,0.00107735,0.01197862,0.0001399086,0.000006985995,0.0001375269,0.009948181,0.0001004939,0.02180718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0121758,"threshold_uncertainty_score":0.07295096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009043417338558136,"score_gpt":0.2077741210425996,"score_spread":0.1987307037040415,"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."}}