{"id":"W4416885421","doi":"10.37665/srhdais67220","title":"Whisker Growth on Sac Solder Joints: Microstructure Analysis","year":2008,"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":"Hain Celestial (Canada)","funders":"","keywords":"Whisker; Whiskers; Microstructure; Soldering; Plating (geology); Lead frame; Monocrystalline whisker; Scanning electron microscope","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":[0.0005040931,0.0009306205,0.001335103,0.0006467821,0.0009285338,0.0002368404,0.0005913788,0.0008209948,0.0001535622],"category_scores_gemma":[0.0003866919,0.0008254388,0.0004664187,0.001207073,0.001328493,0.0002391918,0.0002419366,0.001580725,0.00003170351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001973511,"about_ca_system_score_gemma":0.000260452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005479613,"about_ca_topic_score_gemma":0.00007906277,"domain_scores_codex":[0.9958003,0.0001500916,0.0008608901,0.001385556,0.0004985991,0.001304605],"domain_scores_gemma":[0.9978445,0.0003248621,0.0001831792,0.00114359,0.0002242848,0.0002795767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004862042,0.001524073,0.7258934,0.00649098,0.0166109,0.0004398603,0.03126892,0.1281668,0.0181427,0.02582844,0.008222972,0.03692473],"study_design_scores_gemma":[0.004923165,0.002821315,0.7051381,0.002293275,0.005542555,0.000419467,0.005508108,0.1511112,0.05716991,0.0461389,0.009745449,0.009188443],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836711,0.004373164,0.004853088,0.001477378,0.0008238304,0.0003590657,0.00005350238,0.001302073,0.003086846],"genre_scores_gemma":[0.9860088,0.01189609,0.001278035,0.00007739846,0.0001358125,0.00002900132,0.00001850909,0.00006202457,0.0004943218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0390272,"threshold_uncertainty_score":0.9994196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01372187772483716,"score_gpt":0.2173338350514215,"score_spread":0.2036119573265843,"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."}}