{"id":"W4416884975","doi":"10.37665/srlqnuz57437","title":"A Discrete Foundation Model to Predict Load Sharing in Pairs of Solder Joints","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","funders":"","keywords":"Soldering; Joint (building); Foundation (evidence); Cantilever; Stiffness; Resistor; Load sharing; Printed circuit board","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":[0.001201002,0.0004827037,0.0007490289,0.0003069071,0.0001295727,0.0001069291,0.000504545,0.0003654036,0.00003042724],"category_scores_gemma":[0.0007768084,0.0003726452,0.0001175971,0.0003510118,0.0004520149,0.0003647772,0.0004349546,0.0004210526,0.000008737119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003754667,"about_ca_system_score_gemma":0.0003845642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005435564,"about_ca_topic_score_gemma":0.000343147,"domain_scores_codex":[0.9967363,0.00005960162,0.0009423078,0.0009530831,0.0004113954,0.0008973272],"domain_scores_gemma":[0.998491,0.0002343372,0.0001424097,0.0008012067,0.0001528777,0.0001781562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003779438,0.0004741622,0.3326179,0.00596853,0.0004478999,0.00001634978,0.02298736,0.2345719,0.08850392,0.01701433,0.0001695442,0.2968501],"study_design_scores_gemma":[0.002503171,0.0008011695,0.03269326,0.009077144,0.0001204992,0.00001018269,0.001514072,0.8524726,0.02977539,0.06896653,0.0003528564,0.001713133],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.92235,0.0006058456,0.07264037,0.001591383,0.0003002032,0.0004900768,0.00001940728,0.0004260675,0.001576608],"genre_scores_gemma":[0.9951468,0.001961441,0.002426034,0.000009056509,0.000035231,0.00006332197,0.000001597428,0.00004029629,0.0003162581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6179007,"threshold_uncertainty_score":0.9998726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02375997268137775,"score_gpt":0.2527665084659684,"score_spread":0.2290065357845906,"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."}}