{"id":"W2064687806","doi":"10.1145/1401615.1401627","title":"Diamond road online","year":2008,"lang":"en","type":"article","venue":"","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Diamond; Computer science; Materials science; Metallurgy","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":[],"consensus_categories":[],"category_scores_codex":[0.00009586734,0.00006463809,0.00008216397,0.00005775391,0.0001502461,0.00006659498,0.0004282008,0.0000218907,0.00006239653],"category_scores_gemma":[0.00003676215,0.00005174421,0.00002837294,0.0001694952,0.00002260721,0.0007206177,0.0001307149,0.00005296586,0.0001665417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008786242,"about_ca_system_score_gemma":0.00004278018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007001302,"about_ca_topic_score_gemma":0.000001004673,"domain_scores_codex":[0.9993715,0.00000697641,0.0002176855,0.000102695,0.0001658303,0.0001352931],"domain_scores_gemma":[0.9995323,0.00002049191,0.00007755706,0.0002515393,0.00006526517,0.00005285258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001741124,0.0004409222,0.001494044,0.0001626095,0.00002555557,0.00002850547,0.02739815,0.0005115952,0.00014204,0.3583093,0.05917449,0.5523111],"study_design_scores_gemma":[0.0002071673,0.00002233047,0.002925095,0.00001665871,9.633919e-7,0.000100215,0.00006360703,0.9753355,0.001075911,0.005854393,0.01420968,0.0001884289],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03993021,0.00003250758,0.8864827,0.0002846511,0.0001405891,0.00003514266,2.26306e-7,0.0002566579,0.07283737],"genre_scores_gemma":[0.6199425,0.00001613067,0.3734117,0.001590934,0.00008078652,0.000001284066,0.000002123561,0.000004092671,0.004950488],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.974824,"threshold_uncertainty_score":0.2140612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0316735228626688,"score_gpt":0.2473683280007022,"score_spread":0.2156948051380334,"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."}}