{"id":"W4405230467","doi":"10.1061/9780784485736.019","title":"LIBS-Raman Multimodal Architecture for Automated Lunar Prospecting","year":2024,"lang":"en","type":"article","venue":"","topic":"Laser-induced spectroscopy and plasma","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Polytechnique Montréal","funders":"","keywords":"Prospecting; Architecture; Computer science; Geology; Raman spectroscopy; Remote sensing; Astrobiology; Mining engineering; Archaeology; Geography; Physics; Optics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005965505,0.0006274401,0.0004424616,0.0005733449,0.0003638428,0.0006378326,0.001333086,0.0008084849,0.003751195],"category_scores_gemma":[0.0007899462,0.0003064648,0.0006226725,0.00042939,0.0004267946,0.001022908,0.00114708,0.0007237166,0.001538103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006627562,"about_ca_system_score_gemma":0.0007242882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003337717,"about_ca_topic_score_gemma":0.004748572,"domain_scores_codex":[0.999785,0.00003849885,0.000007900502,0.00006950482,0.00006091853,0.00003822862],"domain_scores_gemma":[0.9998282,0.00004096225,0.00001747281,0.00002618705,0.00007323686,0.0000139179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000400908,0.0003602047,0.005203841,0.0001660891,0.0001733952,0.0002248789,0.0002025164,0.3934318,0.110698,0.01090659,0.004051003,0.4741808],"study_design_scores_gemma":[0.000002660092,0.00004066418,0.0004399437,0.000005597869,0.000009067913,0.00004181887,0.00002090304,0.9879491,0.007350073,0.0030882,0.00104243,0.000009533391],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04821044,0.0003251965,0.9435084,0.0002701909,0.0000276609,0.00008464218,0.0002087523,0.004443453,0.002921289],"genre_scores_gemma":[0.7159493,0.0003048231,0.2754677,0.0001895547,0.00003755846,0.0002329807,0.0005150232,0.0001514325,0.007151655],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003751195,"threshold_uncertainty_score":0.01254898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006890387926869756,"score_gpt":0.2442777381974608,"score_spread":0.2373873502705911,"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."}}