{"id":"W2883098568","doi":"10.1016/j.dsr.2018.07.007","title":"A gas tension device for the mesopelagic zone","year":2018,"lang":"en","type":"article","venue":"Deep Sea Research Part I Oceanographic Research Papers","topic":"Underwater Vehicles and Communication Systems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"University of Massachusetts Dartmouth; University of Washington; National Science Foundation","keywords":"Hydrostatic pressure; Hydrostatic equilibrium; Volume (thermodynamics); Surface tension; Mesopelagic zone; Membrane; Tension (geology); Materials science; Analytical Chemistry (journal); Chemistry; Composite material; Mechanics; Geology; Chromatography; Thermodynamics; Oceanography; Physics","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.01224102,0.0002757951,0.0003072894,0.0009294867,0.002518224,0.0004998478,0.001986638,0.0002165845,0.0002085623],"category_scores_gemma":[0.0002383222,0.0001929236,0.000226194,0.003434165,0.001773258,0.0002378886,0.0004894389,0.00146721,0.000407899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001407054,"about_ca_system_score_gemma":0.0001197812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001580358,"about_ca_topic_score_gemma":0.0009570819,"domain_scores_codex":[0.9931338,0.001410175,0.0005182704,0.0005582912,0.002387919,0.001991562],"domain_scores_gemma":[0.9922954,0.003188147,0.00003683903,0.001801069,0.002208556,0.0004700181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001397608,0.0007875757,0.01154668,0.001795553,0.00257882,0.00009082813,0.01427535,0.0009507667,0.2089658,0.007543731,0.290642,0.4594253],"study_design_scores_gemma":[0.0006957553,0.0004493145,0.0007103581,0.0001363712,0.00001266055,0.00001583125,0.00434717,0.05586204,0.004560191,0.0006343551,0.9322919,0.0002840472],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7762288,0.03281327,0.01643717,0.02888346,0.001335351,0.01852685,0.0001565163,0.002626678,0.1229919],"genre_scores_gemma":[0.9924268,0.004147493,0.0004426375,0.0001224237,0.0007042689,0.0008655289,0.00003518211,0.0001117466,0.001143931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6416499,"threshold_uncertainty_score":0.9987804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1314878934233554,"score_gpt":0.3712095991297514,"score_spread":0.2397217057063961,"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."}}