{"id":"W3189483914","doi":"10.15421/112130","title":"Mineralogical justification for potentiality of producing marketable hematite products","year":2021,"lang":"en","type":"article","venue":"Journal of Geology Geography and Geoecology","topic":"Mining and Gasification Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hematite; Weathering; Geology; Geochemistry; Iron ore; Quartz; Mineral; Raw material; Magnetite; Precambrian; Mineralogy; Metallurgy; Chemistry; Materials science","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":[0.0007038919,0.0001644695,0.00007177376,0.001031846,0.0006157018,0.001534963,0.000566509,0.0006331459,0.004769746],"category_scores_gemma":[0.001231172,0.0001110092,0.0001662924,0.0005493179,0.001574827,0.0007203491,0.0005480591,0.0003714695,0.0005523515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001003087,"about_ca_system_score_gemma":0.0007386671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001513334,"about_ca_topic_score_gemma":0.002546467,"domain_scores_codex":[0.9996547,0.00005862223,0.00001886614,0.0001052568,0.0001150185,0.00004768936],"domain_scores_gemma":[0.9989806,0.0003297954,0.000231085,0.0001198143,0.0002363708,0.0001023275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002548553,0.000607858,0.2821993,0.001362846,0.0000927578,0.006585499,0.002333169,0.003531972,0.3440068,0.1832549,0.002375323,0.1711011],"study_design_scores_gemma":[0.0001333324,0.002242762,0.4253599,0.0005157288,0.0001700583,0.006500311,0.007812746,0.004431567,0.2832978,0.05940908,0.2100695,0.00005719695],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.909728,0.005345,0.004398338,0.002114564,0.00003960647,0.00007479706,0.0004671724,0.00004344257,0.07778908],"genre_scores_gemma":[0.9931548,0.00073674,0.001974453,0.00007224368,0.00002261252,0.00001178219,0.00008878222,0.000006554827,0.003932063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004769746,"threshold_uncertainty_score":0.0159564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01100165284945387,"score_gpt":0.2162911214020438,"score_spread":0.2052894685525899,"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."}}