{"id":"W2340376144","doi":"10.1117/12.2219250","title":"Identification of breathing cracks in a beam structure with entropy","year":2016,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Structural Health Monitoring Techniques","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science; Entropy (arrow of time); Identification (biology); Breathing; Optics; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003573431,0.000284914,0.0003955965,0.0001647746,0.00003507615,0.00004099094,0.0007036539,0.0002014228,0.000007712688],"category_scores_gemma":[0.0002573674,0.0001960476,0.0002116751,0.0003418893,0.0001652015,0.0005561696,0.00007465611,0.0002642141,4.181535e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000297762,"about_ca_system_score_gemma":0.0000225456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001086553,"about_ca_topic_score_gemma":2.951592e-7,"domain_scores_codex":[0.9979697,1.345577e-8,0.000820727,0.000288011,0.0005615756,0.0003599945],"domain_scores_gemma":[0.9984837,0.0001329124,0.0003281306,0.00007577126,0.000898129,0.00008139908],"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":[0.00007518187,0.00003040986,0.001946774,0.0008459769,0.0001535424,1.012147e-7,0.0002574452,0.0002581605,0.9151546,0.07983173,0.0003234934,0.001122556],"study_design_scores_gemma":[0.0009525054,0.0002475952,0.01099903,0.001022944,0.0000669216,0.00002204009,0.0003648305,0.007332377,0.9754637,0.002979463,0.0002229131,0.0003257109],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982102,0.00007682939,0.00009511835,0.000515237,0.0002223434,0.0005051304,0.0000639076,0.0001570607,0.0001541522],"genre_scores_gemma":[0.9547534,0.0001015719,0.04473825,0.00001096367,0.0002137425,0.00008542326,0.000002315881,0.00006184326,0.00003248778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07685227,"threshold_uncertainty_score":0.7994589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007762273427012003,"score_gpt":0.2359424878847668,"score_spread":0.2281802144577548,"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."}}