{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006296627,0.00009460788,0.0003455293,0.0002188363,0.00005483385,0.000007438452,0.0001042748,0.0001751913,0.00003413933],"category_scores_gemma":[0.0006100921,0.00008337064,0.0000868913,0.0002326788,0.0001807038,0.00007086203,0.00002491049,0.0001626179,5.546471e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005929197,"about_ca_system_score_gemma":0.0000313608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001864473,"about_ca_topic_score_gemma":0.000006285839,"domain_scores_codex":[0.9990464,0.00006108855,0.0004957956,0.0001558116,0.00005958199,0.0001812636],"domain_scores_gemma":[0.9988759,0.0001717365,0.0002374273,0.0001801388,0.0005033739,0.00003147174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005601816,0.001130025,0.5500634,0.004524754,0.002074669,0.00007940675,0.001442682,0.008768696,0.2773303,0.01703424,0.02984296,0.1071487],"study_design_scores_gemma":[0.001213252,0.000599373,0.9214796,0.00005136122,0.0002530631,0.0007967849,0.0005409557,0.001023737,0.04671579,0.01431288,0.01274934,0.0002638234],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876082,0.003934951,0.005323177,0.002266715,0.0005234873,0.0001260781,0.00000559657,0.000040994,0.0001707933],"genre_scores_gemma":[0.9844968,0.0006595251,0.01462229,0.00003616235,0.00007594035,0.00001343616,0.000009387454,0.000006197663,0.00008022199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3714162,"threshold_uncertainty_score":0.3399756,"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."}}