{"id":"W4319347620","doi":"10.4095/331221","title":"Educational case \"critical minerals\"","year":2023,"lang":"en","type":"report","venue":"","topic":"Engineering and Environmental Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Chemistry; Geochemistry; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007691566,0.0002011102,0.0002005147,0.00006624678,0.00004230839,0.00001601669,0.00005128168,0.0001386086,0.0005182175],"category_scores_gemma":[0.0001130577,0.0001942523,0.00007555302,0.00007004746,0.00003232697,0.00002357318,0.00004015804,0.0002129914,0.000782561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002510043,"about_ca_system_score_gemma":0.00002667794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001935371,"about_ca_topic_score_gemma":0.0000712156,"domain_scores_codex":[0.999201,0.000002694588,0.0001791916,0.0001501538,0.0002501174,0.0002168353],"domain_scores_gemma":[0.9996214,0.0001351348,0.000006029923,0.0001461365,0.000017964,0.0000733448],"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":[1.412221e-7,0.0000115579,0.00006306719,0.0004644078,0.0001102594,0.0006029143,0.00002364943,0.003124882,0.00004479477,0.0001005619,0.9932576,0.002196118],"study_design_scores_gemma":[0.00009183829,0.00001867757,0.002957095,0.0001925173,0.0001163031,0.005541843,0.0001038155,0.002860595,0.00006422946,0.0001874047,0.986917,0.0009486738],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002548825,0.004800656,0.0003153449,0.0004168529,0.007574349,0.00009746143,0.0001283012,0.00129898,0.9828192],"genre_scores_gemma":[0.4760743,0.01282982,0.003102836,0.00004165035,0.005397554,0.0003305271,0.0004162608,0.0005110694,0.501296],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4815232,"threshold_uncertainty_score":0.9999955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05896128803263351,"score_gpt":0.3117598589632732,"score_spread":0.2527985709306397,"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."}}