{"id":"W4283812545","doi":"10.2138/rmg.2022.88.08","title":"Raman Identification of Inclusions in Diamond","year":2022,"lang":"en","type":"article","venue":"Reviews in Mineralogy and Geochemistry","topic":"Diamond and Carbon-based Materials Research","field":"Materials Science","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Dr. Rolf M. Schwiete Stiftung; Deutsche Forschungsgemeinschaft","keywords":"Diamond; Raman spectroscopy; Identification (biology); Materials science; Composite material; Physics; Optics; Biology","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":[0.0005125905,0.0004316951,0.0002355172,0.0008914027,0.0003076401,0.0004705704,0.0006862503,0.0007506833,0.001336333],"category_scores_gemma":[0.0003594941,0.0002407386,0.000246273,0.0003168297,0.0006796579,0.0006017163,0.0007602822,0.0009674712,0.0007393714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002091974,"about_ca_system_score_gemma":0.0001989032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005554966,"about_ca_topic_score_gemma":0.001180529,"domain_scores_codex":[0.9995682,0.00005011402,0.00001325005,0.00008274658,0.0002376299,0.00004813447],"domain_scores_gemma":[0.9997576,0.0001069265,0.00001932867,0.00003057217,0.00007200748,0.0000135868],"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":[0.00005493002,0.00003047139,0.0004515786,0.0003975106,0.00002031734,0.0002044034,0.0001984829,0.0002016842,0.9429905,0.002998322,0.001046151,0.05140556],"study_design_scores_gemma":[0.00000960236,0.000119399,0.007168165,0.0001593542,0.00002140651,0.001633015,0.0004162373,0.002531658,0.9290245,0.003989905,0.05489017,0.00003662923],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6233363,0.1530064,0.1382986,0.003716093,0.001770514,0.0002201518,0.0005623894,0.0006395414,0.0784501],"genre_scores_gemma":[0.8143544,0.04901285,0.08084343,0.0009632056,0.0004899559,0.00008197056,0.0006867907,0.0001748655,0.05339259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001336333,"threshold_uncertainty_score":0.004470468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01501749283033326,"score_gpt":0.2911186262334949,"score_spread":0.2761011334031617,"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."}}