{"id":"W2089607385","doi":"10.1109/autest.2006.283751","title":"Self-Healing from a PHM Perspective","year":2006,"lang":"en","type":"article","venue":"Conference record (1995) - Autotestcon/Conference record - Autotestcon","topic":"Flexible and Reconfigurable Manufacturing Systems","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Contingency; Perspective (graphical); Computer science; Reliability engineering; Fault (geology); Work (physics); Maintenance engineering; Risk analysis (engineering); Systems engineering; Engineering; Mechanical engineering; Artificial intelligence; Business","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":[0.0007950883,0.0002704934,0.0002194862,0.0004824274,0.0005454539,0.001363156,0.0009226842,0.0006211672,0.003267589],"category_scores_gemma":[0.0009476655,0.0001523864,0.0003079197,0.0002064975,0.00184832,0.001809134,0.001279842,0.001026615,0.000373079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000743231,"about_ca_system_score_gemma":0.0005880567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002077571,"about_ca_topic_score_gemma":0.0002551411,"domain_scores_codex":[0.9995029,0.0001344305,0.00001815999,0.00007341341,0.0001998499,0.00007127337],"domain_scores_gemma":[0.9993611,0.0002394509,0.00007096052,0.0001579679,0.00009810564,0.00007243245],"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":[0.00005029725,0.00008343319,0.0005796125,0.0002386883,0.00002024366,0.0002852666,0.0007078476,0.02532405,0.01061743,0.8576406,0.002009373,0.1024431],"study_design_scores_gemma":[0.00004457773,0.0003673384,0.0008217621,0.0001772814,0.00003338218,0.001165569,0.001012389,0.1336683,0.01524627,0.7433143,0.1041143,0.00003458024],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03198402,0.002298967,0.8621091,0.004461578,0.000291216,0.0001319211,0.00004132312,0.0003058311,0.09837604],"genre_scores_gemma":[0.8192002,0.001610363,0.1561116,0.0006238916,0.0002472574,0.00015209,0.00004364335,0.00006220103,0.02194885],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003267589,"threshold_uncertainty_score":0.01093119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01649956209191324,"score_gpt":0.2225126329716074,"score_spread":0.2060130708796942,"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."}}