{"id":"W2263046529","doi":"10.3133/sir20125164","title":"Global exploration and production capacity for platinum-group metals from 1995 through 2015","year":2012,"lang":"en","type":"article","venue":"Scientific investigations report","topic":"Extraction and Separation Processes","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Platinum group; Production (economics); Natural resource economics; Variety (cybernetics); Warrant; Business; Environmental science; Mining engineering; Geology; Computer science; Platinum; Economics; Chemistry","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":[0.0005687411,0.0001210006,0.0001185709,0.00005739586,0.0003881255,0.0001990643,0.00004932637,0.00007189465,0.00003584277],"category_scores_gemma":[0.0004423992,0.0001230709,0.00003376926,0.0004360857,0.0001845075,0.002543028,0.00001059575,0.00005950547,0.00002929733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000747146,"about_ca_system_score_gemma":0.0000386468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004038321,"about_ca_topic_score_gemma":0.0001565947,"domain_scores_codex":[0.9988985,0.00002114548,0.0003755043,0.0002799616,0.0002335604,0.0001913234],"domain_scores_gemma":[0.9993154,0.00002983123,0.0001171161,0.000255002,0.0001681405,0.0001145143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002067054,0.0003490506,0.0239304,0.0004024685,0.0003184005,0.000004765433,0.01367842,0.0429368,0.2202816,0.05860923,0.6336563,0.00581192],"study_design_scores_gemma":[0.000302951,0.00001959895,0.006232318,0.00004130572,0.0001270655,0.000154846,0.0007958084,0.01383151,0.08069477,0.1047684,0.7924963,0.0005351657],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6821346,0.0006384877,0.2999768,0.0009177112,0.008353755,0.0008041424,0.0001624344,0.0005790582,0.006433004],"genre_scores_gemma":[0.9283034,0.00001437074,0.06749802,0.00004079177,0.0004334044,0.0002258689,0.0009964625,0.00001695551,0.002470731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2461688,"threshold_uncertainty_score":0.5018685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0873973304450134,"score_gpt":0.3063943549406788,"score_spread":0.2189970244956654,"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."}}