{"id":"W4404590267","doi":"10.3390/encyclopedia4040116","title":"AI-Driven Non-Destructive Testing Insights","year":2024,"lang":"en","type":"article","venue":"Encyclopedia","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"EnGlobe (Canada)","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001661771,0.0008537092,0.0004428593,0.001227856,0.0002720371,0.002570626,0.00179409,0.001226796,0.003722487],"category_scores_gemma":[0.004097024,0.0003780718,0.0005036321,0.0006334797,0.001828491,0.002918088,0.001217211,0.001786104,0.0007031635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001119619,"about_ca_system_score_gemma":0.0008806683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001356398,"about_ca_topic_score_gemma":0.001168194,"domain_scores_codex":[0.9989881,0.000239231,0.00004910243,0.0001580958,0.0004994034,0.00006599111],"domain_scores_gemma":[0.9968606,0.002044688,0.0001768389,0.0002564432,0.0005677207,0.0000937173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005372122,0.0001475607,0.001904714,0.0006551722,0.00005686469,0.0005974685,0.0003301373,0.09947948,0.009266305,0.7599461,0.005447047,0.1221155],"study_design_scores_gemma":[0.00001275202,0.0000896139,0.0008111444,0.0001854687,0.00002407226,0.0004898713,0.0001294593,0.520673,0.004527422,0.4331609,0.03985935,0.00003698728],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.01156608,0.006025467,0.9357836,0.003799508,0.0002399753,0.00007944489,0.0002333103,0.0004873037,0.04178538],"genre_scores_gemma":[0.5565763,0.01271954,0.4073872,0.001532306,0.0005387521,0.0002282412,0.0004782502,0.0002344719,0.02030497],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.003722487,"threshold_uncertainty_score":0.01245296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00514385827272993,"score_gpt":0.2115357411325622,"score_spread":0.2063918828598323,"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."}}