{"id":"W4247955088","doi":"10.1149/2.008034if","title":"Section News - Winter 2003","year":2003,"lang":"en","type":"article","venue":"The Electrochemical Society Interface","topic":"Human auditory perception and evaluation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Section (typography); Political science; Economic history; Meteorology; History; Library science; Business; Geography; Advertising; Computer science","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":["insufficient_payload"],"category_scores_codex":[0.0001497538,0.0001193402,0.00008478867,0.000007114658,0.00008071622,0.00003227115,0.0001098825,0.00009736245,0.006825588],"category_scores_gemma":[0.00003911195,0.00009292357,0.0000909713,0.0001750567,0.00004159933,0.00006751068,0.000008209499,0.0003506942,0.001600884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002051084,"about_ca_system_score_gemma":0.00001063151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.756792e-7,"about_ca_topic_score_gemma":0.000002495267,"domain_scores_codex":[0.9993434,0.00003820792,0.0001355183,0.0001187813,0.0001310606,0.0002330309],"domain_scores_gemma":[0.999714,0.00001904174,0.00001676697,0.0001570657,0.00004964132,0.00004354795],"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":[0.000003032866,0.000009239829,0.00000982718,0.000006843813,0.00003122117,2.797526e-8,0.0008539845,0.0003605164,0.7119873,0.00001423532,0.2865083,0.0002154134],"study_design_scores_gemma":[0.0003057793,0.00004060367,0.00006708731,0.00001285107,0.00002788318,0.00001747696,0.0007339218,0.01605757,0.6796686,0.0004099112,0.3024066,0.0002516797],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5805181,0.00051073,0.3857843,0.0004167166,0.001709418,0.0003129672,0.000001201929,0.0007580816,0.02998846],"genre_scores_gemma":[0.9939094,0.00009522399,0.0007405071,0.0004419471,0.0004592476,0.00002374062,0.000005399519,0.00003066038,0.004293902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4133912,"threshold_uncertainty_score":0.9991765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01303807524002393,"score_gpt":0.2484374063227601,"score_spread":0.2353993310827362,"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."}}