{"id":"W4245468036","doi":"10.1557/mrs2008.165","title":"MRS News","year":2008,"lang":"en","type":"article","venue":"MRS Bulletin","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of California, Santa Barbara; Rijksuniversiteit Groningen; Hebrew University of Jerusalem; McMaster University; Rensselaer Polytechnic Institute; Johns Hopkins University; Pennsylvania State University; Harvard University; Northwestern University; Clemson University; North Carolina State University; Seoul National University; Georgia Institute of Technology; California Institute of Technology; University of Minnesota; Princeton University","keywords":"Materials science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008365968,0.001136325,0.000726963,0.001481718,0.004141875,0.006171697,0.001334217,0.006545755,0.5484368],"category_scores_gemma":[0.006722451,0.0006555766,0.0008690734,0.0007573066,0.0007464126,0.001844445,0.002052903,0.007143175,0.4525323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001762995,"about_ca_system_score_gemma":0.003440876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01213913,"about_ca_topic_score_gemma":0.03622314,"domain_scores_codex":[0.9989033,0.00009769041,0.00002993721,0.0001145474,0.0005843876,0.0002701958],"domain_scores_gemma":[0.9981567,0.0002276842,0.00007488362,0.0001316522,0.0008189275,0.0005902424],"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":[0.000008888169,0.000006263247,0.00001835531,0.00001045431,7.726525e-7,0.00002635216,0.000004853822,0.000002574695,0.00001720772,0.0003805515,0.9958909,0.003632879],"study_design_scores_gemma":[0.00000723548,0.000008494729,0.0001901145,0.00002480653,0.000002334621,0.00003291914,0.00004291865,0.000008048379,0.0000322262,0.0002301332,0.9994173,0.000003499144],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000499458,0.001986057,0.0001858505,0.06875038,0.05473858,0.0001251975,0.001011426,0.0008468707,0.8718561],"genre_scores_gemma":[0.0007446601,0.0004861233,0.00006143683,0.0120965,0.003101279,0.00002224329,0.0002190231,0.0001053023,0.9831634],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4515632,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02241784852200103,"score_gpt":0.2301424686597112,"score_spread":0.2077246201377102,"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."}}