{"id":"W4245778195","doi":"10.1063/1.4756914.2","title":"10.1063/1.4756914.2","year":2012,"lang":"en","type":"dataset","venue":"Default Digital Object Group","topic":"Electrowetting and Microfluidic Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Overshoot (microwave communication); Pulse-width modulation; Pulse (music); Displacement (psychology); Position (finance); Microfluidics; Digital control; Materials science; Modulation (music); Control theory (sociology); Computer science; Engineering; Acoustics; Nanotechnology; Electronic engineering; Physics; Control (management); Electrical engineering; Artificial intelligence","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007153971,0.003121585,0.001800402,0.004193251,0.000740409,0.002790644,0.003019883,0.002207363,0.2392727],"category_scores_gemma":[0.002854422,0.0005891885,0.001061158,0.008087837,0.0004842498,0.001291094,0.002146716,0.001499731,0.4753372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009557683,"about_ca_system_score_gemma":0.001223371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01389948,"about_ca_topic_score_gemma":0.01802714,"domain_scores_codex":[0.9991264,0.0001196361,0.0001041119,0.0002444795,0.0002507337,0.0001546657],"domain_scores_gemma":[0.9992788,0.0001368721,0.000062774,0.0002624158,0.0001644209,0.00009474515],"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":[0.00006801861,0.00003913374,0.001121607,0.000909639,0.00003784477,0.00004396141,0.0000235099,0.000622034,0.0001965786,0.0004172773,0.9838232,0.01269729],"study_design_scores_gemma":[0.0001094892,0.00002437977,0.002480133,0.000236441,0.00001744878,0.00006607558,0.00004872861,0.0007963049,0.000409477,0.001038605,0.9947503,0.00002250923],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001693997,0.0001299716,0.0001559013,0.00005793681,0.00003481575,0.0000172433,0.9961653,0.00148179,0.001787609],"genre_scores_gemma":[0.0003878075,0.00009973018,0.0002376621,0.0000287449,0.000006883135,0.0000462205,0.9979043,0.0000922884,0.00119641],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.7607273,"threshold_uncertainty_score":0.8004469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00609614138042012,"score_gpt":0.1988766569785147,"score_spread":0.1927805155980946,"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."}}