{"id":"W6964227799","doi":"10.24433/co.851d8745-9a18-4035-b8cf-24a786d0765e.v2","title":"20mm Transducer Array Characterization for Class DE Driving with Experimental Results","year":2018,"lang":"en","type":"other","venue":"Code Ocean","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Transducer; Class (philosophy); Power (physics); Transductor; Characterization (materials science); Data collection","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002389246,0.0004941009,0.0004176122,0.0002679648,0.0001008257,0.00008992467,0.0003343336,0.0003634572,0.0009901318],"category_scores_gemma":[0.00003066526,0.0004549412,0.0001035348,0.0001670086,0.0001792699,0.0001129365,0.00001664387,0.0001372084,0.001002481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002763144,"about_ca_system_score_gemma":0.0001457232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001247657,"about_ca_topic_score_gemma":0.0001765468,"domain_scores_codex":[0.9980423,0.00007554709,0.0003020162,0.000727693,0.0003018196,0.0005505874],"domain_scores_gemma":[0.9987243,0.00002770039,0.0004285409,0.0005837202,0.00006925032,0.0001664714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006148042,0.0001568441,0.0002570846,0.00007707492,0.0001537537,0.000004941232,0.001257172,0.000001141476,0.2713221,0.00004940577,0.7260258,0.00007995075],"study_design_scores_gemma":[0.002490221,0.0002904211,0.0003106043,0.0007048597,0.00009762284,0.00001190169,0.00009107534,0.0001604869,0.07966353,0.000004093476,0.9155135,0.0006617499],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04431322,0.00021195,0.03094186,0.0002692954,0.001489306,0.00502864,0.01176731,0.003053511,0.9029249],"genre_scores_gemma":[0.09691347,0.00001345281,0.005667462,0.0001455379,0.002918274,0.0001050904,0.006646694,0.005186637,0.8824034],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1916585,"threshold_uncertainty_score":0.9999231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01741971501232675,"score_gpt":0.2707805880921997,"score_spread":0.2533608730798729,"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."}}