{"id":"W4292510267","doi":"10.1002/cem.3439","title":"A Raman spectroscopy–compositional–structural investigation of lunar surface materials and analogues","year":2022,"lang":"en","type":"article","venue":"Journal of Chemometrics","topic":"Planetary Science and Exploration","field":"Physics and Astronomy","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Space Agency; Canada Foundation for Innovation; University of Winnipeg","keywords":"Raman spectroscopy; Enstatite; Plagioclase; Forsterite; Olivine; Meteorite; Context (archaeology); Mineral; Analytical Chemistry (journal); Geology; Pyroxene; Mineralogy; Melt inclusions; Materials science; Chemistry; Quartz; Astrobiology; Physics; Chondrite; Optics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001474605,0.0001864562,0.0001346132,0.0006837903,0.0002182589,0.0002386641,0.0001763684,0.0001835742,0.0007501081],"category_scores_gemma":[0.000167178,0.000122494,0.0001817363,0.0003942073,0.0001818613,0.0001553151,0.0001468435,0.0001504377,0.0001475807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009631416,"about_ca_system_score_gemma":0.00007640927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009257218,"about_ca_topic_score_gemma":0.0009240567,"domain_scores_codex":[0.9998871,0.00001887546,0.000003054534,0.0000304891,0.0000435628,0.00001696183],"domain_scores_gemma":[0.9999217,0.00001829403,0.00001300682,0.0000102724,0.00002958724,0.000007155981],"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":[0.00005522237,0.00002462514,0.005839947,0.00002840406,0.00001455303,0.00005940648,0.00004337869,0.0004517175,0.9875522,0.0001215405,0.00001846387,0.005790479],"study_design_scores_gemma":[0.000009063697,0.0003480773,0.1621155,0.000007908965,0.00003880108,0.0007497355,0.0002503267,0.01456667,0.8197812,0.0002767629,0.001836061,0.00001984424],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978651,0.0001750005,0.001393596,0.000004828961,8.849964e-7,0.000003568969,0.00004583602,0.00001623919,0.0004949686],"genre_scores_gemma":[0.998454,0.00004766253,0.001191418,0.00000362282,0.000001189815,0.000002059879,0.0000813498,0.000005244666,0.00021353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009257218,"threshold_uncertainty_score":0.002509296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01393803486479787,"score_gpt":0.2300769302481668,"score_spread":0.2161388953833689,"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."}}