{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001152663,0.0006707803,0.0005637289,0.0003261197,0.00008171333,0.0002945957,0.0007590852,0.000822125,0.0008822826],"category_scores_gemma":[0.0001552281,0.0006547923,0.0002409332,0.0003540201,0.0001076024,0.0003661465,0.0002031323,0.0009197419,0.01312165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001912689,"about_ca_system_score_gemma":0.00002799088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003105694,"about_ca_topic_score_gemma":0.00001284306,"domain_scores_codex":[0.99785,0.00001298029,0.0004305889,0.0004133324,0.0002980966,0.000995025],"domain_scores_gemma":[0.9986706,0.0001099634,0.00008705305,0.0009566576,0.00003584562,0.0001398898],"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":[0.000006805642,0.00005174137,0.00000242613,0.0002014892,0.0001284183,0.00003084698,0.000008144253,0.000001926563,0.000327249,0.000007206834,0.9682986,0.03093518],"study_design_scores_gemma":[0.0001830321,0.0001148722,0.000006470547,0.00009935434,0.00006798434,0.00009131272,0.00001824002,0.00000283345,0.001840155,0.00005931012,0.9967622,0.0007543036],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.000328768,0.01033834,0.00005214947,0.00001379197,0.000655275,0.0002256302,0.9775161,0.002702273,0.008167665],"genre_scores_gemma":[0.00495713,0.0006297567,0.0000348245,0.00003633691,0.0004738623,0.00007168881,0.9910267,0.0001256666,0.002644023],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.03018087,"threshold_uncertainty_score":0.9995903,"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."}}