{"id":"W4411656685","doi":"10.51847/r59bg1in3d","title":"10.51847/r59Bg1IN3d","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Engineering Applied Research","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reliability (semiconductor); Reliability engineering; Buck converter; Computer science; Engineering; Physics; Electrical engineering; Thermodynamics; Power (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0000879925,0.0001201869,0.0001112078,0.00008556073,0.00002581949,0.00002894644,0.0002004099,0.00005574598,0.9786176],"category_scores_gemma":[0.000008808843,0.0001296791,0.0000308022,0.0002417024,0.00001054704,0.00004065785,0.00001942682,0.0001540931,0.9866195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004878952,"about_ca_system_score_gemma":0.000007743341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003902993,"about_ca_topic_score_gemma":3.332586e-8,"domain_scores_codex":[0.9992604,0.000005741808,0.0001050674,0.0001270735,0.0001688246,0.0003329456],"domain_scores_gemma":[0.9995297,0.00002943304,0.000002327759,0.0002685446,0.00001357884,0.0001564535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008382398,0.00000915993,4.235484e-8,0.00002193256,0.00001877571,0.000007390239,0.00001070008,0.2010954,0.001417213,0.000002625865,0.04310997,0.7542984],"study_design_scores_gemma":[0.00009664265,0.00002300725,0.00002224904,0.000009556698,0.000002954948,0.000004233818,2.149117e-7,0.02069589,0.0004313201,8.692941e-7,0.9785588,0.0001542955],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00275791,0.00007996984,0.00001850393,0.00004288531,0.00000320986,0.0001247233,0.000006260424,0.0008537361,0.9961128],"genre_scores_gemma":[0.003286303,9.820917e-7,0.0004644894,0.000007032466,0.000102119,0.00003304839,0.000006197717,0.00006142721,0.9960384],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9354488,"threshold_uncertainty_score":0.528816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004520144040044357,"score_gpt":0.1714533115472911,"score_spread":0.1669331675072467,"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."}}