{"id":"W309535520","doi":"","title":"Using Laser Induced Breakdown Spectroscopy (LIBS) to Assess Geologic Samples Associated with a Terrestrial Impact Structure as an Analogue for Future Planetary Explorations","year":2010,"lang":"en","type":"article","venue":"LPI","topic":"Laser-induced spectroscopy and plasma","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mars Exploration Program; National laboratory; Spectroscopy; Archaeology; Astrobiology; Physics; Engineering physics; Geography; Astronomy","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000125126,0.0003709812,0.0003665687,0.0001508203,0.0002590276,0.000203404,0.0002199455,0.0004037053,0.0003140585],"category_scores_gemma":[0.00008623862,0.0002912841,0.00007971412,0.0003708407,0.00002400178,0.0004194355,0.00001902172,0.0006466317,0.000008127673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001224735,"about_ca_system_score_gemma":0.0001677932,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006882361,"about_ca_topic_score_gemma":0.01802417,"domain_scores_codex":[0.9985853,0.00005659273,0.000238801,0.0003557502,0.0001986698,0.0005648362],"domain_scores_gemma":[0.9990923,0.0001486561,0.00007383199,0.0003698985,0.00004644047,0.0002688077],"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":[0.0004043316,0.0000925024,0.003641212,0.00001701652,0.000301487,0.00004614172,0.0006547344,0.05492795,0.938517,0.0001278365,0.001108354,0.0001614121],"study_design_scores_gemma":[0.005362834,0.004681971,0.06274072,0.0001288044,0.0005262796,0.0002866293,0.0009294607,0.1045038,0.8110321,0.005408323,0.00178423,0.002614937],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947188,0.000003824432,0.001667157,0.00007860435,0.001115167,0.0005911266,0.001387081,0.000326737,0.0001114847],"genre_scores_gemma":[0.9869246,0.000001782894,0.008954453,0.00009893087,0.0014004,0.00003095822,0.002515438,0.00006425277,0.000009175991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.127485,"threshold_uncertainty_score":0.9999539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05271859363991176,"score_gpt":0.3055587533523504,"score_spread":0.2528401597124387,"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."}}