{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007331001,0.003193208,0.001843877,0.004373329,0.0007307411,0.002843882,0.003025976,0.002202047,0.2360193],"category_scores_gemma":[0.002911913,0.0005968744,0.001091508,0.00808931,0.0004932788,0.001248123,0.002247261,0.001511912,0.4702177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009806476,"about_ca_system_score_gemma":0.001344968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01475506,"about_ca_topic_score_gemma":0.01954147,"domain_scores_codex":[0.9990793,0.0001252023,0.0001114672,0.0002467722,0.0002736599,0.0001634907],"domain_scores_gemma":[0.9992524,0.0001374497,0.00006286136,0.0002720008,0.0001793503,0.00009588237],"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":[0.00007015707,0.00004004702,0.001167856,0.0009643336,0.00004137045,0.0000465993,0.00002361193,0.000665887,0.0002168945,0.000421007,0.9832856,0.01305672],"study_design_scores_gemma":[0.0001160874,0.00002558703,0.002554077,0.0002551156,0.00001852908,0.00006820651,0.00004974396,0.0008699798,0.0004597883,0.00108563,0.994473,0.00002414334],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001672656,0.000131977,0.0001623677,0.00005630791,0.00003588106,0.00001849694,0.9961671,0.001539318,0.00172122],"genre_scores_gemma":[0.0003734996,0.00009760367,0.0002350595,0.00002738281,0.000006299823,0.00004597014,0.9979517,0.00009165074,0.001170948],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.7639806,"threshold_uncertainty_score":0.7895634,"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."}}