{"id":"W4416884954","doi":"10.37665/srhixpf48764","title":"Microstructural Improvements of SAC Alloys with Bi Additions During Accelerated Thermal Cycling","year":2016,"lang":"","type":"article","venue":"Soldering and Reliability Conferences","topic":"Electronic Packaging and Soldering Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Canadian Celiac Association","funders":"","keywords":"Temperature cycling; Microstructure; Eutectic system; Alloy; Soldering; Thermal","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":[0.0002745106,0.0005496698,0.0006665249,0.0001853036,0.000384312,0.0001337833,0.0004066943,0.0003312436,0.0001037225],"category_scores_gemma":[0.00013094,0.0003596276,0.000109981,0.0002702202,0.0009824086,0.0003520287,0.0002121092,0.0004765557,0.00000341992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001201253,"about_ca_system_score_gemma":0.0002038939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002637008,"about_ca_topic_score_gemma":0.0000513864,"domain_scores_codex":[0.9973212,0.00006862937,0.0007084355,0.0007254587,0.0002732189,0.0009030478],"domain_scores_gemma":[0.9986115,0.000223527,0.0002253678,0.0006196407,0.0001817157,0.0001382854],"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":[0.0001181095,0.00008077711,0.03290145,0.001118251,0.0004006597,0.000008024404,0.001058897,0.001431553,0.9301244,0.0003534891,0.00001063507,0.03239373],"study_design_scores_gemma":[0.003081725,0.000814958,0.1185963,0.003559924,0.0002066205,0.00003800162,0.00147211,0.003031978,0.865832,0.001884799,0.0001252576,0.001356391],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959509,0.0009648256,0.0009857261,0.0004409214,0.0003092851,0.0003510187,0.0001060112,0.0005752501,0.0003161131],"genre_scores_gemma":[0.9966735,0.001809122,0.001211097,0.00000459104,0.00006447874,0.00003495071,0.000006726566,0.00004874003,0.0001468029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08569483,"threshold_uncertainty_score":0.9998856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0125462648776572,"score_gpt":0.2214875022092574,"score_spread":0.2089412373316002,"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."}}