{"id":"W1512266987","doi":"10.4271/2009-01-3163","title":"Condition Based Maintenance for Aircraft Electrical Systems","year":2009,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Electrical Fault Detection and Protection","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Maintenance engineering; Reliability engineering; Systems engineering; Engineering","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":[0.0005630085,0.0007246839,0.0008341658,0.0003468865,0.000403982,0.0001469871,0.0005539825,0.001052804,0.0001401595],"category_scores_gemma":[0.0007121779,0.0006612178,0.0005144079,0.001261558,0.000231225,0.0003691535,0.00003022189,0.001433592,0.0001126807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006877909,"about_ca_system_score_gemma":0.0000639392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001227943,"about_ca_topic_score_gemma":0.002527583,"domain_scores_codex":[0.9961116,0.0001290056,0.001007332,0.0009197491,0.0006848681,0.00114742],"domain_scores_gemma":[0.9979734,0.000506072,0.0001344878,0.0008192302,0.0001629892,0.000403763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004159211,0.0001903807,0.000006594443,0.0000711588,0.00002854347,0.00001528579,0.000003315034,0.001166409,0.9621301,0.01037601,0.01201894,0.01357737],"study_design_scores_gemma":[0.002673221,0.007142555,0.6676258,0.0003691496,0.0001397546,0.0002374299,0.00001937578,0.000142039,0.003346946,0.007217546,0.3093134,0.001772821],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4746325,0.008721549,0.01043291,0.04543794,0.008691463,0.03522188,0.001053777,0.1169199,0.298888],"genre_scores_gemma":[0.9937965,0.0001840252,0.00210418,0.002028713,0.0003156117,0.0009362685,0.00007299883,0.0001250923,0.0004365676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9587831,"threshold_uncertainty_score":0.9995839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00820209813930066,"score_gpt":0.2363493923254203,"score_spread":0.2281472941861196,"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."}}