{"id":"W7072287768","doi":"","title":"Volume 14, Number 1 & 2 (Insert)","year":2005,"lang":"en","type":"article","venue":"ScholarWorks@UMassAmherst (University of Massachusetts Amherst)","topic":"Glass properties and applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Smithsonian Libraries; University of California, Los Angeles; University of Illinois at Urbana-Champaign; Stockholms Universitet; Simon Fraser University; Mount Allison University; University of Alberta; University of Toronto; Victoria University; Massey University; Victoria University of Wellington; King's College London; U.S. Naval Academy; Trent University; Marquette University; Wilfrid Laurier University; University of Bedfordshire; Towson University; Dalhousie University; Queen Margaret University; University of Minnesota; Universiteit Utrecht; Université de Toulouse; McMaster University; Fordham University; University of Missouri-Kansas City; Texas State University; University of Reading; Acadia University; University of Exeter; Uppsala Universitet; University of Minnesota Duluth; University of Missouri; University of Windsor; McGill University; University of Dundee; Pennsylvania State University; University of South Florida; East Carolina University; National University of Ireland; Arizona State University; Smithsonian Institution; Drexel University; York University; American Antiquarian Society; University at Buffalo; Northern Illinois University; Princeton University; Lehigh University; Technological University Dublin; Université de Sherbrooke; Brigham Young University; Mount Saint Vincent University; University of Pennsylvania","keywords":"","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008512483,0.0003926254,0.0005218753,0.0001460924,0.0008857421,0.0001813994,0.001320633,0.0003728383,0.01766016],"category_scores_gemma":[0.00007872985,0.0004439116,0.0003072962,0.0005658298,0.0005428708,0.001645452,0.0003912577,0.0006222865,0.01058622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003380627,"about_ca_system_score_gemma":0.0001434085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005193216,"about_ca_topic_score_gemma":0.0009316765,"domain_scores_codex":[0.9970395,0.0002094421,0.0004034878,0.0008141903,0.00075284,0.0007805431],"domain_scores_gemma":[0.9976849,0.00008504861,0.0003848213,0.001112384,0.0003513559,0.0003815063],"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":[0.0007874878,0.001678231,0.04832769,0.0002257381,0.0003403116,0.00005406078,0.00756875,0.003437451,0.3147926,0.005800153,0.5904707,0.02651689],"study_design_scores_gemma":[0.0015324,0.00006390278,0.007146135,0.00009457881,0.0001348082,0.00002091014,0.00221672,0.0005090048,0.002589243,0.000287825,0.9846773,0.0007272447],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9498221,0.0003582651,0.005646516,0.01023032,0.0003891055,0.0005300008,0.0001232921,0.0004568855,0.0324435],"genre_scores_gemma":[0.9361752,0.0001040659,0.03080939,0.000373698,0.0002070585,0.000004197675,0.00005075241,0.00006107198,0.0322146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3942066,"threshold_uncertainty_score":0.9998013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01786376295998377,"score_gpt":0.218748817695161,"score_spread":0.2008850547351772,"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."}}