{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001642476,0.00007747346,0.0002644256,0.00006799922,0.00006311666,0.00001098534,0.0001894538,0.00004174779,0.0009491648],"category_scores_gemma":[0.0001383121,0.00007371121,0.0000282103,0.0001962319,0.00008400746,0.00004118653,0.0002593369,0.0001254031,0.000006906296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003273736,"about_ca_system_score_gemma":0.00003951166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000985283,"about_ca_topic_score_gemma":0.00004307934,"domain_scores_codex":[0.9987893,0.0002287158,0.0004668415,0.0002215738,0.0001239984,0.0001695543],"domain_scores_gemma":[0.9995646,0.00006170496,0.0001147805,0.0002117455,0.00001434349,0.00003281966],"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":[0.00002057995,0.00008596091,0.002505682,0.0002455693,6.577828e-7,0.000008298771,0.0001202613,0.00002289905,0.9951425,0.00006196807,0.0003479876,0.001437622],"study_design_scores_gemma":[0.0009227587,0.00005858147,0.01110113,0.0001910109,0.00001400494,0.00002533614,0.0002724008,0.0002756918,0.9647385,0.003337841,0.01876425,0.0002984984],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99019,0.008728629,0.000002525843,0.0001727367,0.0000811727,0.0001614868,0.00003701816,0.000004482683,0.0006219252],"genre_scores_gemma":[0.9974678,0.0017935,0.00005831094,0.00004911174,0.00002218086,0.0001646179,0.00004128019,0.000004356474,0.0003988559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03040401,"threshold_uncertainty_score":0.9999641,"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."}}