{"id":"W4385811892","doi":"10.3390/min13081072","title":"Compositional Signatures of Gold from Different Deposit Types in British Columbia, Canada","year":2023,"lang":"en","type":"article","venue":"Minerals","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geoscience BC","funders":"","keywords":"Geology; Geochemistry; Inclusion (mineral); Mineral; Gold ore; Mineralogy; Metallurgy; Materials science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004325379,0.00004549975,0.0001281297,0.00001397276,0.00002506037,0.00006292875,0.0002991442,0.00003929309,0.00008216591],"category_scores_gemma":[0.00002637457,0.00006509371,0.00002195411,0.0001657024,0.00001528428,0.00003735041,0.0001186227,0.00006886,0.000002074585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002285161,"about_ca_system_score_gemma":0.00004651405,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8868712,"about_ca_topic_score_gemma":0.9665998,"domain_scores_codex":[0.9993538,0.00002530313,0.0001453604,0.0001766763,0.0001548151,0.0001440622],"domain_scores_gemma":[0.999656,0.0001022006,0.00003737647,0.0001370313,0.00003315762,0.0000341864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000003439143,0.0001058058,0.2108732,0.00007224757,0.00004670322,0.0005262023,0.0001605664,0.003026534,0.5078016,0.0003933558,0.274671,0.002319357],"study_design_scores_gemma":[0.0003818085,0.00001945488,0.9578193,0.00014725,0.000004326177,0.00001030625,0.00002417171,0.00939971,0.02231508,0.004837509,0.004813856,0.0002272158],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969893,0.0001340725,0.0000860544,0.0007849996,0.0001187799,0.00004432394,0.00003832404,0.00002933018,0.001774853],"genre_scores_gemma":[0.9947526,0.000004207442,0.0003747059,0.0001746125,0.00003054255,0.00000698781,0.00006100294,0.000001124352,0.004594161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7469461,"threshold_uncertainty_score":0.2654444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00842990946212016,"score_gpt":0.1895111933055301,"score_spread":0.1810812838434099,"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."}}