{"id":"W2394016627","doi":"","title":"Structured Light Projection Technique for BGA Void Inspection","year":2008,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Industrial Vision Systems and Defect Detection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ball grid array; Void (composites); Computer science; Light-emitting diode; Optics; Projection (relational algebra); Materials science; Optoelectronics; Physics; Algorithm; Composite material","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":[0.00007478956,0.0001367192,0.0001366084,0.0001742433,0.0003343754,0.00002903319,0.00008896556,0.0001717658,0.000004834035],"category_scores_gemma":[5.520975e-7,0.0001383682,0.00008451111,0.0003486848,0.00001487343,0.00009805353,0.00001316105,0.0001395377,0.00003373049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001197085,"about_ca_system_score_gemma":0.00001777038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001953936,"about_ca_topic_score_gemma":0.00001110515,"domain_scores_codex":[0.9992858,0.00001221976,0.0002520945,0.0002166476,0.00007361507,0.0001596083],"domain_scores_gemma":[0.9996208,0.00001731302,0.00004513399,0.0001847981,0.00009031394,0.00004162532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001253942,0.00003539169,0.00005326168,0.00006866574,0.0000352493,4.688413e-7,0.0002655755,0.001168902,0.9195141,0.0002821434,0.02908275,0.04948101],"study_design_scores_gemma":[0.0003062307,0.00004159347,0.000346065,0.00001005999,0.000008198788,0.0001463694,0.00001639488,0.001947869,0.3631635,0.0002065127,0.6336318,0.0001754461],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01107724,0.00005269075,0.9843363,0.0000289399,0.0001642995,0.002650947,0.00001634473,0.001037588,0.0006357084],"genre_scores_gemma":[0.9129325,0.0000187505,0.07869397,0.00003453158,0.001667061,0.006352226,0.00005339766,0.0000654571,0.0001821033],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9056423,"threshold_uncertainty_score":0.564249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01358610626547556,"score_gpt":0.2218284746243972,"score_spread":0.2082423683589216,"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."}}