{"id":"W4390461932","doi":"10.46717/igj.56.2f.1ms-2023-12-7","title":"Genesis of Sulfide Mineralization in the Gallala Area Kurdistan Region, Iraq: Constraints from Major and Trace Elements of Sulfide Ore Mineralization and their Host Rocks","year":2023,"lang":"en","type":"article","venue":"Iraqi Geological Journal","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University","keywords":"Chalcopyrite; Pyrite; Sphalerite; Mineralization (soil science); Geology; Geochemistry; Volcanogenic massive sulfide ore deposit; Sulfide; Sulfide minerals; Gangue; Trace element; Galena; Hydrothermal circulation; Mineralogy; Chemistry; Copper","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007646029,0.0001744971,0.0003074566,0.0001101564,0.0001248805,0.00007560122,0.0004802682,0.0001181871,0.0000480964],"category_scores_gemma":[0.0004492555,0.0001092398,0.00005756365,0.0004979094,0.0002504776,0.0001637119,0.0001729864,0.0001737115,6.795946e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001283396,"about_ca_system_score_gemma":0.00003312637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001471267,"about_ca_topic_score_gemma":0.00009436134,"domain_scores_codex":[0.9983252,0.0002562106,0.0006044915,0.0003010094,0.0002444775,0.0002685585],"domain_scores_gemma":[0.9987649,0.0003323387,0.0003911745,0.0002373785,0.0001932855,0.00008091479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006782557,0.0001373798,0.9461902,0.00006345907,0.00006207124,0.0001931879,0.003995369,0.001652587,0.03623536,0.002993993,0.002204884,0.006203693],"study_design_scores_gemma":[0.001602637,0.0001897661,0.9409189,0.0001744123,0.00002842013,0.0005472566,0.002631068,0.01887963,0.003590886,0.03035843,0.0007828709,0.0002957439],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9582769,0.0004755952,0.03747511,0.00301911,0.00005806969,0.0001437626,0.00001232066,0.00002319669,0.0005158834],"genre_scores_gemma":[0.9982397,0.0003276634,0.001078513,0.0001677131,0.00004862721,0.000005217428,0.00002062015,0.000002609037,0.000109357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03996273,"threshold_uncertainty_score":0.4454672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02665396278998905,"score_gpt":0.2367894053755175,"score_spread":0.2101354425855285,"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."}}