{"id":"W2162304794","doi":"10.6000/1927-5129.2014.10.71","title":"Techniques to Identify and Test PCB Faults with Proposed Solution","year":2014,"lang":"en","type":"article","venue":"Journal of Basic & Applied Sciences","topic":"Industrial Vision Systems and Defect Detection","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Troubleshooting; Downtime; Printed circuit board; Reliability engineering; Task (project management); Test (biology); Fault (geology); Computer science; Engineering; Embedded system; Systems engineering; Operating system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001143775,0.00007878894,0.0001527267,0.000191373,0.0001311175,0.00008732152,0.00009991815,0.00005011128,0.000003738247],"category_scores_gemma":[0.00005803627,0.00005117884,0.00002000496,0.0003240883,0.00006059235,0.0001605169,0.00001196497,0.0001247625,0.00000544347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003010065,"about_ca_system_score_gemma":0.00002366859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006934195,"about_ca_topic_score_gemma":0.000007739985,"domain_scores_codex":[0.9991947,0.00001412618,0.0002416237,0.00009598526,0.0003230102,0.0001305291],"domain_scores_gemma":[0.9996194,0.00007857817,0.0001055313,0.00005804365,0.00006108661,0.00007738135],"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":[0.00005839693,0.00002747226,0.001244256,0.00004162063,0.00001509952,0.00000342051,0.0004654822,0.001265744,0.8596805,0.0004115936,0.002130435,0.134656],"study_design_scores_gemma":[0.001362936,0.003794847,0.01967548,0.000567543,0.00005379365,0.0004457449,0.001149574,0.005163624,0.9382421,0.0008897032,0.02806143,0.0005931783],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.964908,0.00002348641,0.0301582,0.0001006614,0.0002441249,0.0001896969,5.374876e-7,0.00006047977,0.004314836],"genre_scores_gemma":[0.997,0.000003373285,0.002676029,0.00002954015,0.0002670229,0.000003088227,4.902368e-8,0.000006058142,0.00001478054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1340628,"threshold_uncertainty_score":0.2087013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01613808776201549,"score_gpt":0.2579886541203584,"score_spread":0.241850566358343,"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."}}