{"id":"W7108209789","doi":"10.37665/jsmtejpyj76951","title":"Case Histories in Failure Analysis of Electronics Assemblies","year":2011,"lang":"","type":"article","venue":"Journal of Surface Mount Technology","topic":"Integrated Circuits and Semiconductor Failure Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thornhill Medical (Canada)","funders":"","keywords":"Electronics; Root cause analysis; Root cause; Failure causes; Electronic systems","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":[0.002371841,0.0006508332,0.0003998307,0.003850718,0.002154207,0.0008013548,0.001174194,0.002639321,0.003685578],"category_scores_gemma":[0.01510592,0.0005457043,0.000816472,0.001550548,0.001607938,0.000886564,0.0008597251,0.001007846,0.000564073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001141521,"about_ca_system_score_gemma":0.0003519843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002619681,"about_ca_topic_score_gemma":0.003964262,"domain_scores_codex":[0.9971998,0.001045454,0.0002721645,0.0002673693,0.0009422555,0.0002731057],"domain_scores_gemma":[0.9857391,0.01030009,0.001299577,0.0008617818,0.001303847,0.0004956102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.002403606,0.001789712,0.2694813,0.001423695,0.0004199428,0.466692,0.01258722,0.05681895,0.01728833,0.01358266,0.01674757,0.1407651],"study_design_scores_gemma":[0.0002036548,0.004841555,0.1435389,0.001157719,0.000637164,0.5882264,0.008124276,0.04968678,0.06948622,0.01518204,0.1184044,0.0005110299],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9523068,0.002531236,0.03110765,0.0007505109,0.0001121293,0.0004074583,0.0006400494,0.0002544733,0.01188961],"genre_scores_gemma":[0.9899485,0.0006088937,0.006609229,0.0001559858,0.00003763003,0.00006335512,0.0002298698,0.00003845769,0.002308025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003850718,"threshold_uncertainty_score":0.01254368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01797076466686285,"score_gpt":0.2183929258488412,"score_spread":0.2004221611819783,"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."}}