{"id":"W4403494593","doi":"10.23977/jeeem.2024.070302","title":"Research on Insulator Defect Detection Model Based on Improved YOLOv8","year":2024,"lang":"en","type":"article","venue":"Journal of Electrotechnology Electrical Engineering and Management","topic":"E-commerce and Technology Innovations","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Insulator (electricity); Materials science; Optoelectronics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004113031,0.000820884,0.0008862042,0.001227116,0.000246542,0.0006909641,0.001913637,0.0006025448,0.001209992],"category_scores_gemma":[0.001073604,0.0003018927,0.0007515165,0.0006245268,0.0003277583,0.00106613,0.0007452179,0.0006451996,0.0004345027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000776663,"about_ca_system_score_gemma":0.0008499755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01531323,"about_ca_topic_score_gemma":0.009077786,"domain_scores_codex":[0.9997103,0.00002416245,0.00001540017,0.0001073354,0.00008962522,0.00005323617],"domain_scores_gemma":[0.9996276,0.0000698313,0.00004602877,0.00002691805,0.0002067213,0.00002284806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004835009,0.000223602,0.01435337,0.0003443341,0.0001836234,0.0003568522,0.0001545745,0.3094663,0.04624755,0.00633256,0.006486023,0.6153677],"study_design_scores_gemma":[0.000007487737,0.00004898868,0.00147297,0.000006404967,0.00002095504,0.00006707264,0.00001248995,0.9944236,0.002754624,0.0004519968,0.0007263453,0.000007159479],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1666355,0.002084967,0.822875,0.0005040402,0.000197247,0.0001371334,0.0004054699,0.002628583,0.004532098],"genre_scores_gemma":[0.8953958,0.001069511,0.09497135,0.0002550732,0.0001223137,0.0001393573,0.001002451,0.0001095662,0.006934562],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01531323,"threshold_uncertainty_score":0.0304482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01521971335411841,"score_gpt":0.2590634304703274,"score_spread":0.243843717116209,"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."}}