{"id":"W2980812187","doi":"10.5382/rev.18.08","title":"Rare-Element Granitic Pegmatites","year":2016,"lang":"en","type":"book-chapter","venue":"","topic":"Extraction and Separation Processes","field":"Engineering","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Commodity; Element (criminal law); Criticality; Pegmatite; Geology; Geochemistry; Earth science; Natural resource economics; Mining engineering; Political science; Business; Economics; Law","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00002478575,0.0001645379,0.0001345678,0.00008082594,0.00002845439,0.00003090624,0.000063172,0.0001102755,0.02229645],"category_scores_gemma":[0.000004250966,0.0001283235,0.00005233704,0.000006963,0.00001372102,0.0000909433,0.000006961559,0.00009450041,0.003391509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003499698,"about_ca_system_score_gemma":0.00001300579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.440433e-7,"about_ca_topic_score_gemma":0.00001294523,"domain_scores_codex":[0.9994798,0.000001309735,0.0001936802,0.0001027895,0.0001274879,0.00009497923],"domain_scores_gemma":[0.9997202,0.00003519975,0.00002670306,0.0001239083,0.00004821709,0.00004582338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001586852,0.000003610759,0.000001903944,0.0002093255,0.00007383255,0.000006197607,0.00004034919,0.00006413903,0.0003906469,0.8555554,0.1333666,0.01028642],"study_design_scores_gemma":[0.00008030609,0.000007838169,0.000002019217,0.00006923696,0.00001382404,0.000004782972,0.000003012475,0.0001008301,0.000505856,0.01446948,0.9845459,0.0001968772],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001996385,0.0005236369,0.006782342,0.00008758777,0.0003180662,0.00008546769,0.00001787219,0.000440429,0.9917426],"genre_scores_gemma":[0.003839871,0.0007733982,0.0001795326,0.0001369169,0.0001604125,0.00000980183,0.00002209584,0.00004687962,0.9948311],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8511793,"threshold_uncertainty_score":0.9973845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01564058236627421,"score_gpt":0.2218468073907448,"score_spread":0.2062062250244706,"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."}}