{"id":"W2138855913","doi":"10.1109/vts.2009.65","title":"Panel: Analog Characterization and Test: The Long Road to Realization","year":2009,"lang":"en","type":"article","venue":"","topic":"Psychometric Methodologies and Testing","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Advanced Micro Devices (Canada)","funders":"","keywords":"Realization (probability); Test (biology); Characterization (materials science); Computer science; Materials science; Mathematics; Geology; Statistics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009282328,0.001301592,0.001394522,0.001227493,0.005109696,0.006485943,0.002575335,0.02648569,0.04233159],"category_scores_gemma":[0.02892489,0.0007573885,0.001246979,0.001447929,0.002987443,0.004292243,0.003114176,0.01616069,0.02151533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002518356,"about_ca_system_score_gemma":0.007007451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009591538,"about_ca_topic_score_gemma":0.01794443,"domain_scores_codex":[0.9958835,0.001025885,0.0004326415,0.0008709869,0.001370418,0.0004165997],"domain_scores_gemma":[0.9621721,0.01417347,0.0008102396,0.002658799,0.01624737,0.003938065],"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":[0.00004613072,0.00003200344,0.0002411864,0.00007123788,0.0000054801,0.00003393434,0.00004947169,0.0000779724,0.0003908237,0.002092274,0.9872968,0.009662727],"study_design_scores_gemma":[0.0001014018,0.00006177957,0.003632497,0.0007408626,0.00002572933,0.0001426966,0.0004422418,0.0006946419,0.001098268,0.02057999,0.9723864,0.00009357225],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001807248,0.0103854,0.008268875,0.866832,0.07998514,0.0006027059,0.002053333,0.0003015041,0.02976377],"genre_scores_gemma":[0.03403368,0.009493062,0.01327495,0.5868531,0.109688,0.00133071,0.001928875,0.0004446406,0.2429529],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04233159,"threshold_uncertainty_score":0.1416133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4509411871263442,"score_gpt":0.4595981933710589,"score_spread":0.008657006244714716,"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."}}