{"id":"W3200512384","doi":"10.36001/ijphm.2011.v2i2.1368","title":"Engine Oil Condition Monitoring Using High Temperature Integrated Ultrasonic Transducers","year":2011,"lang":"en","type":"article","venue":"International Journal of Prognostics and Health Management","topic":"Flow Measurement and Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Department of National Defence; National Research Council Canada","funders":"","keywords":"Lubricant; Materials science; Ultrasonic sensor; Sump (aquarium); Transducer; Ultrasound; Acoustics; Piezoelectricity; Amplitude; Composite material; Optics; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003182393,0.0001095585,0.0001557118,0.0002599739,0.00004362562,0.00004861496,0.0001333503,0.00003251152,0.00004296861],"category_scores_gemma":[0.000007401271,0.00009778429,0.0000540976,0.0001039859,0.00001416696,0.000134999,0.000009848673,0.0001735301,0.000001131022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001644236,"about_ca_system_score_gemma":0.00002392349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002968587,"about_ca_topic_score_gemma":0.000004858296,"domain_scores_codex":[0.9990657,0.00001474523,0.0003795028,0.00007764313,0.0003196062,0.0001428102],"domain_scores_gemma":[0.9995444,0.00001018909,0.0001122899,0.00004529379,0.000199354,0.00008847389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003820183,0.001087163,0.05449346,0.002875802,0.01262526,0.0008152945,0.007095144,0.07526623,0.03200472,0.01117554,0.003379097,0.7988002],"study_design_scores_gemma":[0.02310335,0.002564188,0.6655427,0.01932736,0.00385826,0.0007893075,0.01298539,0.1273644,0.1014306,0.00577596,0.03306134,0.004197074],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889067,0.001821043,0.005957725,0.0004641495,0.002354264,0.00008788713,0.00001499377,0.00004509396,0.0003481162],"genre_scores_gemma":[0.9859214,0.003970613,0.009753142,0.00004803383,0.0002563783,0.000002050765,0.000009516792,0.00001413695,0.00002468724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7946032,"threshold_uncertainty_score":0.3987527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04425112989720783,"score_gpt":0.2743219721585007,"score_spread":0.2300708422612929,"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."}}