{"id":"W2586437603","doi":"10.1007/978-3-319-51541-0_154","title":"Non-Destructive Testing of Baked Anodes Based on Modal Analysis and Principal Component Analysis","year":2017,"lang":"en","type":"book-chapter","venue":"˜The œminerals, metals & materials series","topic":"Structural Health Monitoring Techniques","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Principal component analysis; Anode; Vibration; Materials science; Modal; Modal analysis; Operational Modal Analysis; Structural engineering; Acoustics; Engineering; Composite material; Computer science; Electrode; Physics; Artificial intelligence","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007063518,0.0008874867,0.002449321,0.000961936,0.0003015911,0.0002377866,0.0006153708,0.0004151067,0.0001499557],"category_scores_gemma":[0.00005657551,0.0006902669,0.0004121278,0.000218338,0.0004281866,0.0002186424,0.0001988171,0.0003082741,0.000004209612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001390463,"about_ca_system_score_gemma":0.00004989553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001124372,"about_ca_topic_score_gemma":0.0002652198,"domain_scores_codex":[0.9970503,0.0001026018,0.001174807,0.0006338011,0.000560451,0.0004780242],"domain_scores_gemma":[0.9969585,0.0002833192,0.0009376176,0.00142922,0.0002514749,0.0001398701],"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":[0.0009971373,0.00007183592,0.003655891,0.004696076,0.03135879,0.0001328269,0.000929942,0.05284003,0.8941508,0.00700119,0.0001920362,0.003973457],"study_design_scores_gemma":[0.001615656,0.001161158,0.244103,0.001849688,0.04780236,0.00006268001,0.00009033511,0.040808,0.632356,0.02142359,0.00339353,0.005333996],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888943,0.0002512009,0.0002632911,0.00003649888,0.00075178,0.0008475591,0.0009469616,0.0004742974,0.007534076],"genre_scores_gemma":[0.9865658,0.0001118782,0.007812646,0.00001664166,0.0003797505,0.00009175501,0.0002264093,0.000142499,0.004652638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2617947,"threshold_uncertainty_score":0.9995549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02852980790591788,"score_gpt":0.2651563113561791,"score_spread":0.2366265034502612,"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."}}