{"id":"W4400351363","doi":"10.1109/eic58847.2024.10579282","title":"Non Intrusive Detection of Ceramic Disc Punctures in Outdoor Insulator Strings","year":2024,"lang":"en","type":"article","venue":"","topic":"3D Surveying and Cultural Heritage","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Ceramic; Insulator (electricity); Materials science; Computer science; Optoelectronics; Composite material","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":[0.0002205491,0.0002699778,0.0002618156,0.0005592339,0.0001348251,0.000320418,0.000497713,0.0005443536,0.0005743798],"category_scores_gemma":[0.0009244579,0.0001607962,0.0001347235,0.0002565259,0.0003048922,0.0004073259,0.0004371463,0.0002896495,0.0003063356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001033252,"about_ca_system_score_gemma":0.0001172813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001591206,"about_ca_topic_score_gemma":0.0004928925,"domain_scores_codex":[0.999649,0.00004666518,0.00001386951,0.00006704582,0.0001944258,0.00002895316],"domain_scores_gemma":[0.9993759,0.0001912286,0.0001688953,0.00008703983,0.0001409026,0.00003605938],"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":[0.0001946416,0.00004249155,0.01035531,0.0002852673,0.00001509034,0.0005954975,0.0003222585,0.0007652672,0.9038839,0.0002504879,0.0004007947,0.08288895],"study_design_scores_gemma":[0.00002430518,0.0010263,0.07409917,0.00005623135,0.00005056598,0.006991681,0.000543927,0.02902,0.8810787,0.0004853744,0.006559079,0.00006472189],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7857733,0.002101039,0.2060998,0.0001192255,0.0001406031,0.00009255351,0.0001948522,0.001063413,0.004415167],"genre_scores_gemma":[0.9469367,0.0005672718,0.05076523,0.00005046211,0.00004060751,0.00002711663,0.00007244505,0.00002972504,0.001510361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005743798,"threshold_uncertainty_score":0.001921475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008312422676709497,"score_gpt":0.2079133160711405,"score_spread":0.199600893394431,"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."}}