{"id":"W4416876876","doi":"10.37665/smbsfyu17170","title":"PWB Contamination & Reliability Doe","year":2001,"lang":"","type":"article","venue":"SMTA International","topic":"Electronic Packaging and Soldering Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reliability (semiconductor); Electronics; Contamination; Miniaturization; Printed circuit board; Surface-mount technology; Circuit reliability; Electronic equipment; Process (computing)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004407148,0.0002951986,0.0002384469,0.0002521499,0.0001187784,0.0001401138,0.0006852073,0.0003161792,0.0009345542],"category_scores_gemma":[0.0007403082,0.0003316478,0.000140392,0.0002613683,0.000139478,0.0003190819,0.0001532977,0.0006968215,0.0004944938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008166193,"about_ca_system_score_gemma":0.00006125567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009692542,"about_ca_topic_score_gemma":0.0001097753,"domain_scores_codex":[0.9980695,0.00003715436,0.0004714135,0.0004469976,0.0004648588,0.0005100935],"domain_scores_gemma":[0.9989039,0.0001606509,0.00009942079,0.0005592708,0.0002061743,0.00007060209],"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":[0.0003334821,0.001367868,0.1684715,0.0004109838,0.001992289,0.0001748308,0.00377955,0.06525517,0.02004853,0.1800507,0.06786846,0.4902466],"study_design_scores_gemma":[0.001490519,0.0001251437,0.03927615,0.000284116,0.00006564729,0.0001507106,0.000189673,0.07359945,0.004066459,0.02692056,0.8528445,0.0009871024],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.843013,0.001217752,0.06937205,0.007042771,0.00554732,0.0002791124,0.0000409266,0.001663166,0.07182384],"genre_scores_gemma":[0.9869546,0.001746125,0.001943461,0.00006178191,0.00040711,0.00003291926,0.00007209093,0.00004108887,0.008740844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.784976,"threshold_uncertainty_score":0.9999787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.014931109875714,"score_gpt":0.2573884233617606,"score_spread":0.2424573134860466,"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."}}