{"id":"W2922081097","doi":"10.5194/bg-2019-56","title":"Technical Note: Low Cost Mesocosms Design for Studies of Tropical Marine Environments","year":2019,"lang":"en","type":"article","venue":"","topic":"Ocean Acidification Effects and Responses","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Consejo Nacional de Ciencia y Tecnología; Université du Québec à Rimouski","keywords":"Mesocosm; Environmental science; Ecosystem; Enclosure; Forcing (mathematics); Tropical cyclone; Seawater; Oceanography; Atmospheric sciences; Ecology; Climatology; Computer science; Biology; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002142478,0.0008099754,0.0005896217,0.0004094437,0.0005002119,0.0006965489,0.001166715,0.0006275609,0.009861648],"category_scores_gemma":[0.001757577,0.0004518935,0.0006403823,0.0002848051,0.0003069294,0.0004337254,0.0006331755,0.000923456,0.002325167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006444179,"about_ca_system_score_gemma":0.001273892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001041877,"about_ca_topic_score_gemma":0.002932049,"domain_scores_codex":[0.9991741,0.0001648017,0.00009574484,0.0001600923,0.0003435143,0.00006174135],"domain_scores_gemma":[0.9985391,0.0002335583,0.0001669023,0.0002634953,0.0006637714,0.0001332467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001420969,0.000476592,0.008982076,0.001696458,0.0001175948,0.0005406881,0.0003334041,0.01677776,0.8463466,0.003772644,0.008097831,0.1114374],"study_design_scores_gemma":[0.001402049,0.006866654,0.0779397,0.0003137841,0.000603196,0.001290227,0.0003884271,0.1376827,0.5717625,0.003208132,0.1983527,0.0001898743],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.09381949,0.0004959979,0.8870098,0.0006356483,0.0007413707,0.005735355,0.002826363,0.002135904,0.006600033],"genre_scores_gemma":[0.2648889,0.0005215842,0.7061586,0.0003777262,0.0001296475,0.01785392,0.001183753,0.0002365259,0.008649399],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009861648,"threshold_uncertainty_score":0.03299052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02962242964006477,"score_gpt":0.2660552281509686,"score_spread":0.2364327985109038,"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."}}