{"id":"W7095344431","doi":"","title":"NEW METRICS IN A NEW TOOLKIT","year":2007,"lang":"en","type":"article","venue":"","topic":"Engineering and Material Science Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Microform; Permission; The Internet; Electronic mail; Electronic document; Work (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001259969,0.00005935128,0.00008505868,0.000189211,0.00002159958,0.00009119567,0.0002525678,0.00004087291,0.002155192],"category_scores_gemma":[0.0002063488,0.00004687501,0.00001539883,0.0007376035,0.00001340385,0.0001605992,0.00006564247,0.00005319633,0.000562593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006146644,"about_ca_system_score_gemma":0.000180342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00449472,"about_ca_topic_score_gemma":0.0006239747,"domain_scores_codex":[0.9989693,0.00000901738,0.0001446282,0.0001631408,0.0002889715,0.0004249911],"domain_scores_gemma":[0.9995145,0.00006864972,0.00001205729,0.0001355374,0.0000145084,0.0002547688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001327223,0.00001189023,0.0005940741,0.000006130788,4.207578e-7,0.00001770493,0.0001090016,0.00009321664,0.9597083,0.008858568,0.006253602,0.02433379],"study_design_scores_gemma":[0.0003988418,0.00006939789,0.008344914,0.00001546432,0.000001179796,0.000007875052,0.00006991277,0.0001259602,0.9466306,0.001406792,0.04273905,0.0001900129],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7798068,0.00009379226,0.1800485,0.0004236118,0.0007123214,0.0001208369,6.314874e-7,0.0001552994,0.03863825],"genre_scores_gemma":[0.9248697,0.00001229356,0.05116954,0.00007454258,0.0002302029,7.121787e-7,4.523306e-7,0.00000792809,0.02363465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1450629,"threshold_uncertainty_score":0.9987569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03161570279407467,"score_gpt":0.3166970018079043,"score_spread":0.2850812990138297,"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."}}