{"id":"W4416885302","doi":"10.37665/srbtbfn29328","title":"Experimental Mechanics Based Approaches To Package Reliability: Some Recent Applications","year":2010,"lang":"","type":"article","venue":"Soldering and Reliability Conferences","topic":"Material Properties and Processing","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Reliability (semiconductor); Physics of failure; Experimental data; Quality (philosophy); Deformation (meteorology); Dilemma; Product (mathematics)","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":[0.001022732,0.0006046713,0.000635416,0.000117029,0.0006360508,0.0007099523,0.0004629049,0.000458689,0.0006053137],"category_scores_gemma":[0.0001688155,0.0005366377,0.0001153059,0.0002671594,0.0002881662,0.0003531158,0.0002897996,0.0007487807,0.00004311233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008139964,"about_ca_system_score_gemma":0.0002879059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002112627,"about_ca_topic_score_gemma":0.00002575405,"domain_scores_codex":[0.9968402,0.0001125751,0.0008137944,0.001128759,0.0003584754,0.0007462464],"domain_scores_gemma":[0.9981103,0.0001445262,0.0001193481,0.0009645124,0.0001323878,0.0005289262],"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":[0.0005891351,0.002045317,0.001268046,0.01257072,0.0002021737,0.000007576545,0.01168864,0.02968943,0.5741104,0.05028487,0.0002797896,0.3172639],"study_design_scores_gemma":[0.001323255,0.0008154487,0.0004240028,0.0006167169,0.0001795326,0.0000122474,0.004642775,0.310531,0.5235156,0.02090301,0.1342185,0.002817902],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9300472,0.002881605,0.05053085,0.005634897,0.003898372,0.00285094,0.0001219092,0.0006802252,0.003354073],"genre_scores_gemma":[0.9906115,0.0003640186,0.007831265,0.0001380428,0.0004706982,0.0004252796,0.00002120288,0.00006640574,0.00007161461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.314446,"threshold_uncertainty_score":0.9997085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05677703336957375,"score_gpt":0.2388808530938534,"score_spread":0.1821038197242796,"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."}}