{"id":"W4408963294","doi":"10.1007/s11837-025-07315-0","title":"Baked Carbon Anode Defect Detection Using a Two-Level Non-destructive Evaluation Scheme","year":2025,"lang":"en","type":"article","venue":"JOM","topic":"Integrated Circuits and Semiconductor Failure Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre de Recherche en Sciences Animales de Deschambault; Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Anode; Materials science; Carbon fibers; Scheme (mathematics); Metallurgy; Forensic engineering; Composite material; Nuclear engineering; Engineering; Mathematics; Physics; Electrode; Mathematical analysis","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":[0.000325198,0.0005057231,0.0003411527,0.0005858464,0.0004175096,0.0006108973,0.000770328,0.0006053783,0.002024825],"category_scores_gemma":[0.0004240674,0.0002261368,0.0001671383,0.0002862137,0.0004466997,0.0005730126,0.0005332098,0.0004661997,0.000506339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006427783,"about_ca_system_score_gemma":0.0005147107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006374041,"about_ca_topic_score_gemma":0.002762037,"domain_scores_codex":[0.9995048,0.00004496488,0.00001742235,0.0001118142,0.0002564876,0.00006448783],"domain_scores_gemma":[0.999585,0.00008919237,0.00006046113,0.00009428727,0.0001427676,0.00002840485],"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":[0.000102033,0.00003360799,0.0004401543,0.0000440434,0.000006166203,0.00005317539,0.00003279945,0.0002399967,0.9889487,0.001071542,0.0001150364,0.008912781],"study_design_scores_gemma":[0.000009249044,0.0001634161,0.001356008,0.000004252505,0.000008013768,0.0001393239,0.000020766,0.01160446,0.9854628,0.0002298882,0.0009860276,0.00001584281],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6844465,0.000545587,0.3020131,0.0002222732,0.000123984,0.0003040248,0.0002875173,0.001376627,0.01068033],"genre_scores_gemma":[0.8875543,0.0001140423,0.1067624,0.00006561612,0.00001162841,0.00008482843,0.0001212221,0.00004588479,0.00524009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002024825,"threshold_uncertainty_score":0.00677371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02463688526698421,"score_gpt":0.2721095769148199,"score_spread":0.2474726916478356,"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."}}