{"id":"W7128478419","doi":"10.37665/smhejgq13230","title":"Reflow Cycle via Reliability Impact","year":2025,"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":"Intertek (Canada)","funders":"","keywords":"Reliability (semiconductor); Dwell time; Printed circuit board; Interconnection; Stress (linguistics); Circuit reliability; Work (physics); Stress testing (software)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003367711,0.0003046897,0.0002709692,0.0003261132,0.0001108533,0.0001246746,0.0008442283,0.0002769521,0.0003509163],"category_scores_gemma":[0.000378122,0.0003156344,0.0002433653,0.0003577328,0.0001053192,0.0002008503,0.0002513216,0.0007275257,0.0001351543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00126917,"about_ca_system_score_gemma":0.0001500774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001927814,"about_ca_topic_score_gemma":0.00001934085,"domain_scores_codex":[0.9983013,0.00003069748,0.0004317217,0.0004357026,0.0002762278,0.0005243997],"domain_scores_gemma":[0.9989884,0.00009869067,0.00005978392,0.0006690212,0.0001283619,0.00005576685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002928833,0.0009013451,0.07003946,0.0006018878,0.00451488,0.00007478998,0.0008632824,0.3482693,0.02427336,0.06382515,0.08786181,0.3984818],"study_design_scores_gemma":[0.001394737,0.0001791534,0.0474429,0.0005903951,0.0001001339,0.00002754668,0.0001054273,0.7484148,0.01872627,0.1441029,0.03802404,0.0008916803],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7683295,0.002880219,0.1027063,0.01000798,0.009353837,0.0003585727,0.000100934,0.002385968,0.1038767],"genre_scores_gemma":[0.9950745,0.0003390654,0.001561057,0.00006055803,0.0001610256,0.00002375221,0.00002260169,0.00002713539,0.002730383],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4001454,"threshold_uncertainty_score":0.9999295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004878421956234868,"score_gpt":0.2798861421732966,"score_spread":0.2750077202170617,"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."}}