{"id":"W7095702544","doi":"","title":"© 2014 AAG/The Geological Society of London Evaluation of portable X-ray fluorescence (pXRF) in exploration and mining: Phase 1, control reference materials","year":2014,"lang":"en","type":"article","venue":"","topic":"Mineral Processing and Grinding","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Suite; Replicate; Strengths and weaknesses; Soil water; Spurious relationship; Instrumentation (computer programming)","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":[0.00143073,0.00007786774,0.000176653,0.00002623564,0.00002438542,0.00001539309,0.00006158488,0.00006441586,0.0001029586],"category_scores_gemma":[0.00009576637,0.00005332958,0.00001396068,0.00006653164,0.0000452393,0.0001556759,0.0000105733,0.00005004047,0.000001347717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001230274,"about_ca_system_score_gemma":0.00001063633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004517917,"about_ca_topic_score_gemma":0.00001036284,"domain_scores_codex":[0.9992383,0.00007836497,0.0002895268,0.0001069107,0.000177597,0.000109336],"domain_scores_gemma":[0.999636,0.00008178772,0.00007790533,0.00009987247,0.00008536838,0.00001908826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004726884,0.00006136014,0.002580558,0.0002226331,0.0000179404,1.347558e-7,0.0009602801,0.1231984,0.8592407,0.0004352774,0.00165317,0.01158233],"study_design_scores_gemma":[0.001902595,0.0001017427,0.002812593,0.00007490264,0.00003289684,8.895049e-7,0.0002443085,0.9179894,0.07610883,0.0005285635,0.00009567584,0.0001075849],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906831,0.0001309903,0.008458295,0.00008831546,0.00004596463,0.0001362393,0.000003897012,0.00002436,0.00042887],"genre_scores_gemma":[0.9987115,0.00005413547,0.001135014,0.00001541673,0.0000245658,0.00001234093,0.0000118263,0.000005230123,0.00002998796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.794791,"threshold_uncertainty_score":0.2174717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0498075727308853,"score_gpt":0.2857117303330579,"score_spread":0.2359041576021726,"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."}}