{"id":"W7054379866","doi":"","title":"Advanced laser-induced breakdown spectroscopy (LIBS) sensor for gold mining","year":2017,"lang":"en","type":"article","venue":"NPARC","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Goldcorp; Université Laval","keywords":"Spectrum analyzer; Gold mining; Mining industry; Mineral; Laser-induced breakdown spectroscopy; Gold ore; Matrix (chemical analysis)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"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":[],"category_scores_codex":[0.0001484684,0.0001400382,0.0001787988,0.0000421872,0.0003186988,0.0001777542,0.0003798691,0.00002909232,0.06536266],"category_scores_gemma":[0.00004336524,0.0001341065,0.00009428505,0.00003255367,0.00004256086,0.00004069714,0.000143177,0.0001083839,0.0000843754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006805814,"about_ca_system_score_gemma":0.00006915676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001140476,"about_ca_topic_score_gemma":0.00002506674,"domain_scores_codex":[0.9989157,0.00001741455,0.0001681199,0.0002931476,0.0002034497,0.0004021385],"domain_scores_gemma":[0.9989334,0.0001005333,0.0001204235,0.0006396431,0.00008556991,0.0001203961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005064181,0.00005366297,0.001874762,0.0000117713,0.00002008651,0.000001566205,0.00005378728,3.71887e-7,0.5185571,0.001745478,0.01474819,0.4628825],"study_design_scores_gemma":[0.005667321,0.0005832871,0.01109854,0.00008803327,0.0000517187,9.388028e-7,0.0010947,0.007217741,0.6064527,0.003803567,0.3632701,0.0006713507],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6130552,0.000001127588,0.0002455081,0.002371406,0.0001325932,0.0004273728,0.00003742552,0.00002068705,0.3837087],"genre_scores_gemma":[0.9564005,0.000001070932,0.0117808,0.00004552882,0.0003701656,0.0001544284,0.00002183009,0.00001980629,0.03120589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4622112,"threshold_uncertainty_score":0.9354917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02177259946892659,"score_gpt":0.3081435886251858,"score_spread":0.2863709891562592,"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."}}