{"id":"W2040308090","doi":"10.1088/0957-0233/20/12/124012","title":"Computer-assisted design of transducers for ultrasonic sensor systems","year":2009,"lang":"en","type":"article","venue":"Measurement Science and Technology","topic":"Ultrasonics and Acoustic Wave Propagation","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Council Canada","keywords":"Ultrasonic sensor; Transducer; Acoustics; Materials science; Capacitive micromachined ultrasonic transducers; Computer science; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0004575845,0.0005564613,0.0004170551,0.0003721783,0.0002731364,0.0007448998,0.0009429712,0.001028209,0.002739377],"category_scores_gemma":[0.001186426,0.0003992308,0.0003108149,0.0002579425,0.0004365643,0.0006346143,0.0004722911,0.0006759321,0.001342839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004467165,"about_ca_system_score_gemma":0.0006042899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004890192,"about_ca_topic_score_gemma":0.0006806623,"domain_scores_codex":[0.9995213,0.0001063805,0.00002113795,0.00006673171,0.0002629043,0.00002175551],"domain_scores_gemma":[0.9996333,0.0001367622,0.00003170666,0.00004207791,0.0001415585,0.00001457584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001840571,0.0001071229,0.0007401634,0.0006306939,0.00009749592,0.0002393991,0.0002563657,0.4169553,0.1953355,0.0737571,0.007807636,0.3038892],"study_design_scores_gemma":[0.00004296521,0.0001681886,0.0002615007,0.00005596408,0.00003634973,0.00019991,0.00002758346,0.8922293,0.04158841,0.01010374,0.05525021,0.00003586674],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002235702,0.0003433194,0.9944132,0.00009920516,0.00006420755,0.00006897998,0.00002036564,0.0004606368,0.002294374],"genre_scores_gemma":[0.1438144,0.0007404525,0.8491679,0.0001422835,0.0000527718,0.0004325532,0.0001180236,0.0001382719,0.005393389],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002739377,"threshold_uncertainty_score":0.009164095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02958794496615761,"score_gpt":0.216696542781466,"score_spread":0.1871085978153084,"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."}}