{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002296842,0.0004494345,0.0002686941,0.0005814496,0.0001549026,0.0002674782,0.0003653966,0.0002939314,0.001288135],"category_scores_gemma":[0.0006572965,0.0002704492,0.0002676665,0.0004433055,0.0002705336,0.0003902518,0.000399137,0.0005385749,0.000464377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001879289,"about_ca_system_score_gemma":0.000434133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005776189,"about_ca_topic_score_gemma":0.00122678,"domain_scores_codex":[0.9997069,0.00005632684,0.000006436836,0.00003398743,0.0001813174,0.00001502997],"domain_scores_gemma":[0.9995596,0.0001388534,0.0000411376,0.00007216728,0.0001672503,0.00002094679],"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":[0.0001850485,0.00009573705,0.001450478,0.0002466522,0.00004054075,0.0002316241,0.0002052439,0.01338476,0.5664293,0.00496628,0.002154207,0.4106101],"study_design_scores_gemma":[0.0000464513,0.0004033163,0.00467536,0.00003555782,0.00004232727,0.001830422,0.0000888967,0.4559425,0.5208365,0.003335684,0.01268845,0.00007450584],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0300816,0.0001877859,0.9671152,0.00005065578,0.000028395,0.0000593406,0.00005673865,0.0006982253,0.001722145],"genre_scores_gemma":[0.2520704,0.000472336,0.7447538,0.00005848756,0.00002588046,0.0000989001,0.0001532404,0.00008277531,0.002284211],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001288135,"threshold_uncertainty_score":0.004309297,"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."}}