{"id":"W4403439362","doi":"10.4236/ti.2024.154011","title":"Applying Machine Learning Techniques to Analyze and Explore Precious Metals","year":2024,"lang":"en","type":"article","venue":"Technology and Investment","topic":"Mineral Processing and Grinding","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001113802,0.0009881232,0.0005981501,0.003417068,0.000389662,0.001682785,0.00092532,0.0009292933,0.001315479],"category_scores_gemma":[0.004675237,0.00034687,0.0008764951,0.002351901,0.0005488537,0.002063447,0.0007524209,0.001159616,0.0006099025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007135641,"about_ca_system_score_gemma":0.0009028715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00437809,"about_ca_topic_score_gemma":0.004475209,"domain_scores_codex":[0.9995469,0.00009603814,0.00003805345,0.0001048383,0.0001723122,0.00004183645],"domain_scores_gemma":[0.998295,0.001010873,0.0002462784,0.0001501565,0.0002726544,0.00002511981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001033142,0.0002054815,0.05146684,0.0006196405,0.000246241,0.0006342797,0.000375877,0.4704956,0.007110245,0.02662678,0.004018049,0.4380977],"study_design_scores_gemma":[0.000006311889,0.00005063913,0.006215779,0.0000745776,0.00003177555,0.0001198207,0.0001989184,0.9515127,0.005295164,0.03099046,0.005475793,0.00002807247],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1355209,0.00428155,0.8447641,0.001716025,0.0001500779,0.0001184617,0.001007406,0.001183706,0.01125774],"genre_scores_gemma":[0.7199748,0.003748161,0.2707056,0.0002327212,0.0001392829,0.0001033178,0.001199149,0.000122504,0.003774573],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00437809,"threshold_uncertainty_score":0.008705199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01611346990039834,"score_gpt":0.2490811539280162,"score_spread":0.2329676840276178,"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."}}