{"id":"W4310671767","doi":"10.1007/s00170-022-10552-1","title":"Vacuum bag leak detection for resin infusion: an electric current–based analogy","year":2022,"lang":"en","type":"article","venue":"The International Journal of Advanced Manufacturing Technology","topic":"Image and Signal Denoising Methods","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia; University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Leak; Leakage (economics); Flow (mathematics); Computer science; Analogy; Mechanical engineering; Artificial intelligence; Engineering; Mechanics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004847252,0.0004478468,0.0004674136,0.0005347678,0.0002632619,0.0006056429,0.0009268638,0.001202182,0.002005846],"category_scores_gemma":[0.001382912,0.0002145647,0.0005449527,0.0003766889,0.0006067531,0.001683792,0.0005366225,0.0006612514,0.0005651876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002096287,"about_ca_system_score_gemma":0.0002191224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002111714,"about_ca_topic_score_gemma":0.0002348383,"domain_scores_codex":[0.9996823,0.00006157054,0.00001458698,0.00008745256,0.0001296726,0.0000244317],"domain_scores_gemma":[0.9996082,0.0001522637,0.000039561,0.00005994169,0.0001186535,0.00002133413],"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":[0.001056457,0.0003854262,0.002329905,0.0005184016,0.00007747747,0.0006825805,0.0002342709,0.01708296,0.6022811,0.01315579,0.002130511,0.3600651],"study_design_scores_gemma":[0.00005420302,0.001051308,0.005167693,0.00008790773,0.000167638,0.002979913,0.0001326546,0.7437645,0.2248005,0.01123566,0.01046557,0.00009239512],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07699627,0.001934774,0.9115181,0.0005045377,0.0003664132,0.00009899133,0.00005023541,0.0007771609,0.007753523],"genre_scores_gemma":[0.8470048,0.001147493,0.1463535,0.0003510144,0.0002317624,0.00004957781,0.00005675403,0.00009915188,0.00470593],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002005846,"threshold_uncertainty_score":0.006710231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01653552264235474,"score_gpt":0.3019602033646839,"score_spread":0.2854246807223291,"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."}}