{"id":"W4386917540","doi":"10.5382/econgeo.5020","title":"Trace Element Composition of Chalcopyrite from Volcanogenic Massive Sulfide Deposits: Variation and Implications for Provenance Recognition","year":2023,"lang":"en","type":"article","venue":"Economic Geology","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; Université du Québec à Chicoutimi; Université Laval","funders":"","keywords":"Chalcopyrite; Sulfide; Volcanogenic massive sulfide ore deposit; Trace element; Sphalerite; Provenance; Geology; Geochemistry; Mineralogy; Chemistry; Copper; Pyrite","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001670374,0.00008069483,0.0001472034,0.00005558544,0.00008696395,0.00001610661,0.0001778043,0.00007637536,0.00001428804],"category_scores_gemma":[0.00002974212,0.00009302049,0.00003568397,0.0000688612,0.00003584151,0.0001388015,0.00008545291,0.00004133571,0.00002614741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003491515,"about_ca_system_score_gemma":0.00003844897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007769248,"about_ca_topic_score_gemma":0.00004192786,"domain_scores_codex":[0.9991806,0.0000310958,0.0002644229,0.0003333544,0.00001866526,0.00017186],"domain_scores_gemma":[0.9992726,0.0001986432,0.0002201282,0.0002121384,0.00006450657,0.00003199455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000175694,0.0002450378,0.03673929,0.000316589,0.0004537435,0.00000537661,0.005689624,0.01387301,0.6148313,0.1562808,0.005258247,0.1661313],"study_design_scores_gemma":[0.001346661,0.0002002936,0.3660282,0.00003108064,0.00003731269,0.00002148253,0.00007622054,0.1528011,0.05171584,0.4252609,0.002171152,0.0003097919],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8068653,0.00011367,0.1753901,0.01619885,0.0002466598,0.0004891522,0.000100857,0.00009296185,0.0005024762],"genre_scores_gemma":[0.9894762,0.00005473054,0.009827379,0.00008020639,0.0000583841,0.0001851079,0.0002128588,0.000002339806,0.0001027937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5631155,"threshold_uncertainty_score":0.3793266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01928840042579419,"score_gpt":0.2338231286877843,"score_spread":0.2145347282619902,"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."}}