{"id":"W4413763458","doi":"10.1353/nin.2025.a968553","title":"Diamond Quotes","year":2025,"lang":"en","type":"article","venue":"Nine","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Diamond; Materials science; Metallurgy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006096702,0.00004052512,0.00005481747,0.00005457868,0.0000220366,0.00000970197,0.00006568197,0.00001850285,0.001371932],"category_scores_gemma":[0.0001031709,0.00003647661,0.00001682645,0.0002348797,0.00002110655,0.00002942445,0.00003095328,0.0000423317,0.00506565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001873154,"about_ca_system_score_gemma":0.00001636854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002581465,"about_ca_topic_score_gemma":0.00003600185,"domain_scores_codex":[0.9997068,0.00001027174,0.00005285344,0.00008057684,0.00005657058,0.00009291238],"domain_scores_gemma":[0.9997751,0.00002994591,0.00001071636,0.0001461284,0.00002045675,0.0000177106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001527485,0.00005113547,0.04080353,0.000009818938,0.00002380652,0.000005881858,0.00005621394,0.0000128166,0.07388939,0.01072214,0.8686736,0.005736359],"study_design_scores_gemma":[0.000544298,0.00001850486,0.1411109,0.00002786786,0.00002099755,8.448513e-7,0.00001907658,0.0002516565,0.06260026,0.0009877764,0.794318,0.00009981936],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3525555,0.0007134206,0.00009996306,0.0008924819,0.0001829634,0.00007567029,0.00001566709,0.0002609496,0.6452034],"genre_scores_gemma":[0.8411652,0.00000168478,0.000395044,0.0001978717,0.00004060024,0.000005629137,0.000008181155,0.00001277076,0.158173],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4886097,"threshold_uncertainty_score":0.9995409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007148990161476914,"score_gpt":0.2744644720589731,"score_spread":0.2673154818974962,"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."}}