{"id":"W6931659773","doi":"10.5683/sp2/y4nrg6","title":"Data for: Gas Transfer Velocities Evaluated Using Carbon Dioxide as a Tracer Show High Streamflow to Be a Major Driver of Total CO2 Evasion Flux for a Headwater Stream","year":2019,"lang":"en","type":"dataset","venue":"Borealis","topic":"Imbalanced Data Classification Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"TRACER; Hydrology (agriculture); Schmidt number; Carbon dioxide; Flux (metallurgy); Air water; Stream flow; STREAMS","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004050215,0.0009351933,0.000604207,0.001618447,0.0006797166,0.001379594,0.001127398,0.0009429501,0.01274836],"category_scores_gemma":[0.002014177,0.000269161,0.000557198,0.002857168,0.0003061549,0.0006802091,0.0006426971,0.0008826492,0.01572987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00149851,"about_ca_system_score_gemma":0.001962452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1609081,"about_ca_topic_score_gemma":0.2610111,"domain_scores_codex":[0.9994476,0.00002462543,0.00003894252,0.0001454443,0.0002580601,0.00008524011],"domain_scores_gemma":[0.9982072,0.000167512,0.00021317,0.0003187725,0.0009427029,0.0001506464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002971095,0.0001690552,0.04651449,0.0006796112,0.0000762153,0.000116795,0.0001435375,0.001990246,0.002085414,0.0007162712,0.9240876,0.02312366],"study_design_scores_gemma":[0.0001411548,0.00003271175,0.1128909,0.000176505,0.00002457975,0.0000815919,0.0002654099,0.002578095,0.003154151,0.0006193829,0.8799881,0.00004749628],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.004582004,0.00005657876,0.0001553699,0.00007130548,0.0000293403,0.00001785991,0.9922018,0.0007229612,0.002162689],"genre_scores_gemma":[0.00959995,0.0000406859,0.0007598579,0.00002819111,0.000009503569,0.00003894885,0.9883419,0.00008742804,0.001093646],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1609081,"threshold_uncertainty_score":0.3199429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07949283351172834,"score_gpt":0.3287971293747112,"score_spread":0.2493042958629828,"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."}}