{"id":"W4297854659","doi":"10.52842/conf.acadia.2014.435","title":"PneuSystems: cellular pneumatic envelope assemblies","year":2014,"lang":"en","type":"article","venue":"ACADIA quarterly","topic":"Advanced Materials and Mechanics","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Envelope (radar); Computer science; Telecommunications","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001573941,0.0001703192,0.0002316814,0.00005990595,0.0000465386,0.00005331016,0.0001640435,0.00009975087,0.00006485327],"category_scores_gemma":[0.00001217864,0.0001631942,0.00004093782,0.00007655661,0.000009409518,0.0001869707,0.000006757022,0.00009803866,0.0005321775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002890849,"about_ca_system_score_gemma":0.000006198761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004559842,"about_ca_topic_score_gemma":0.000005162507,"domain_scores_codex":[0.9991552,0.0000310594,0.0002586024,0.0001473585,0.0001155115,0.0002922743],"domain_scores_gemma":[0.9995327,0.00004734936,0.00003630468,0.0002678498,0.0000190069,0.00009681626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004393013,0.00001785997,0.00002234015,0.0005449115,0.00004954639,0.000008750075,0.001929212,0.001164119,0.9198458,0.01742173,0.002187017,0.05680437],"study_design_scores_gemma":[0.001835934,0.001230615,0.0006757344,0.0004840351,0.000126867,0.00006292936,0.001763351,0.07617168,0.3496525,0.04104408,0.5244108,0.002541448],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.844085,0.0003899266,0.1436409,0.00005507554,0.002786283,0.0002611401,0.000009881486,0.0008829071,0.007888941],"genre_scores_gemma":[0.9980999,0.00002973191,0.001298941,0.00004814531,0.0002238803,0.00003607407,0.000009497926,0.00005099198,0.0002028105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5701933,"threshold_uncertainty_score":0.6840243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005852227344217289,"score_gpt":0.1870013107915739,"score_spread":0.1811490834473566,"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."}}