{"id":"W4416884617","doi":"10.37665/srdnikr63209","title":"Addressing the Problems with Ionic Cleanliness Testing on Modern Circuits","year":2017,"lang":"","type":"article","venue":"Soldering and Reliability Conferences","topic":"Experience-Based Knowledge Management","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Printed circuit board; Reliability (semiconductor); Electronic circuit; Point (geometry); Test data; Test method; Voltage; Resistor; Volume (thermodynamics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001755866,0.000564595,0.0005125662,0.00008902511,0.005190218,0.005024947,0.002738312,0.0001583088,0.000009276117],"category_scores_gemma":[0.0009149356,0.0003459195,0.00008150178,0.0002467092,0.002320507,0.0008571686,0.00134917,0.0006997427,0.0000141421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008248813,"about_ca_system_score_gemma":0.0005826045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004809557,"about_ca_topic_score_gemma":0.0002954649,"domain_scores_codex":[0.9959059,0.0002809979,0.0005991592,0.001614432,0.0007390361,0.0008604147],"domain_scores_gemma":[0.9951805,0.0006260592,0.0006765319,0.002757552,0.0005311777,0.000228194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002578156,0.0003026776,0.02548514,0.0008545498,0.00005800807,0.00002229325,0.01270391,0.01214369,0.000129622,0.007341904,0.00001422984,0.9409182],"study_design_scores_gemma":[0.000914106,0.0009981934,0.0537788,0.004263901,0.00006249858,0.00001949475,0.001505828,0.9240446,0.0004645755,0.01269247,0.000352278,0.0009032628],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8428552,0.001344028,0.1093449,0.007491133,0.002245571,0.001836457,0.000006420719,0.0003173359,0.03455899],"genre_scores_gemma":[0.9977443,0.0001282554,0.001331865,0.0001016573,0.0002585753,0.00009583224,7.353954e-7,0.00002472935,0.0003140213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9400149,"threshold_uncertainty_score":0.9998993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1770697590881064,"score_gpt":0.314400542908823,"score_spread":0.1373307838207166,"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."}}