{"id":"W4387397930","doi":"10.1353/nin.2023.a903308","title":"Diamond Quotes","year":2023,"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":[0.0001031452,0.00004108085,0.00005021441,0.00006266074,0.00002331191,0.000008957414,0.00006133981,0.00001682398,0.001958534],"category_scores_gemma":[0.0001096515,0.00003687599,0.00001750235,0.0004574088,0.00001830802,0.00003653306,0.00003498942,0.00003800158,0.1166697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001070021,"about_ca_system_score_gemma":0.000006715343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001901817,"about_ca_topic_score_gemma":0.00002384015,"domain_scores_codex":[0.999612,0.000009876517,0.00004865131,0.0000843797,0.0001048028,0.0001402791],"domain_scores_gemma":[0.9997667,0.0000347096,0.00001241735,0.0001369898,0.00001466449,0.00003449389],"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":[0.000005188922,0.00001311831,0.01704586,0.000003768225,0.000008410345,0.00002517333,0.0001301699,0.00003485657,0.08218407,0.0006062468,0.8979366,0.002006587],"study_design_scores_gemma":[0.0005135908,0.00004188909,0.3592519,0.00001210894,0.00001160649,0.000003589981,0.00005527035,0.001305216,0.03283594,0.0005284944,0.6052645,0.0001758978],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9191805,0.00007873203,0.000003748316,0.0004791333,0.0001246879,0.00005137256,0.00002846537,0.0009224289,0.07913098],"genre_scores_gemma":[0.9009815,0.000003361621,0.0001174583,0.00005091346,0.000134286,0.000008102707,0.00004405904,0.00004274374,0.09861752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.342206,"threshold_uncertainty_score":0.9989538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02819123133824814,"score_gpt":0.2868346424087362,"score_spread":0.258643411070488,"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."}}