{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006066259,0.0006384669,0.0004317202,0.0007940775,0.0002256071,0.0006248111,0.0005479298,0.0003814232,0.005845112],"category_scores_gemma":[0.003375708,0.00020737,0.0003322744,0.0004627383,0.0001905595,0.0007081456,0.000427453,0.0004097401,0.0008291249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005027789,"about_ca_system_score_gemma":0.0002102266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001216358,"about_ca_topic_score_gemma":0.001546977,"domain_scores_codex":[0.9990062,0.0001194753,0.0000487956,0.000183067,0.0005000741,0.0001424167],"domain_scores_gemma":[0.9967111,0.001231899,0.0005634046,0.0003680272,0.001030416,0.00009510663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001835863,0.0002201197,0.03749714,0.0006330439,0.000113256,0.0008620676,0.0003685601,0.02086761,0.8144065,0.0004487877,0.001081642,0.1216654],"study_design_scores_gemma":[0.00003613921,0.00715017,0.1417624,0.00005779763,0.0002618875,0.001160802,0.0003243138,0.01688578,0.8207082,0.0003724402,0.01117726,0.0001027899],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886584,0.0009765694,0.005578269,0.00007025843,0.00006278686,0.00005663456,0.0004880633,0.0005669533,0.003542048],"genre_scores_gemma":[0.9966623,0.0002101946,0.001031333,0.00003375272,0.00001074521,0.00001379891,0.0003173793,0.0001153564,0.001605234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005845112,"threshold_uncertainty_score":0.01955378,"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."}}