{"id":"W4245119329","doi":"10.1063/1.4756914.3","title":"10.1063/1.4756914.3","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; Position (finance); Pulse (music); Displacement (psychology); Microfluidics; Digital control; Materials science; Modulation (music); Control theory (sociology); Computer science; Engineering; Electronic engineering; Acoustics; Physics; Nanotechnology; Electrical engineering; Control (management); 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":[0.0001118369,0.0006658425,0.0005597938,0.0003249199,0.00008053733,0.0002925419,0.0007500124,0.0008164058,0.0008631365],"category_scores_gemma":[0.0001512723,0.0006497792,0.0002392985,0.0003523686,0.0001068131,0.0003698724,0.0002034895,0.0009057708,0.01299789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001888477,"about_ca_system_score_gemma":0.00002779279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002941672,"about_ca_topic_score_gemma":0.00001246891,"domain_scores_codex":[0.9978679,0.00001262799,0.0004273358,0.0004093582,0.0002955528,0.0009871922],"domain_scores_gemma":[0.9986859,0.0001066658,0.00008621717,0.0009476143,0.00003547051,0.0001381265],"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":[0.000006672761,0.00005167861,0.000002650891,0.0002031891,0.0001276641,0.00003128443,0.000007966868,0.000001837328,0.0003261695,0.000007214256,0.9703316,0.02890204],"study_design_scores_gemma":[0.0001817166,0.0001131221,0.000006870764,0.00009719896,0.00006737158,0.00009166344,0.00001721866,0.000002742781,0.001837642,0.00005882553,0.9967777,0.0007479019],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0003311868,0.01037184,0.00005137612,0.00001390905,0.0006705295,0.0002292695,0.9777724,0.002702649,0.007856834],"genre_scores_gemma":[0.004617357,0.0006426906,0.00003553429,0.00003743868,0.0004780425,0.00007259498,0.9914444,0.0001266227,0.00254529],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.02815414,"threshold_uncertainty_score":0.9995953,"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."}}