{"id":"W2965752768","doi":"10.1029/2019gl083646","title":"Single‐Column Emulation of Reanalysis of the Northeast Pacific Marine Boundary Layer","year":2019,"lang":"en","type":"article","venue":"Geophysical Research Letters","topic":"Climate variability and models","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; U.S. Department of Energy","keywords":"Emulation; Boundary layer; Realization (probability); Climatology; Environmental science; Meteorology; Radiative transfer; Boundary (topology); Geology; Physics; Optics; Mechanics; Mathematics","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":[0.0002778897,0.0004237706,0.0002165742,0.0002002312,0.0001646602,0.0002851001,0.0004271814,0.0003837298,0.001420948],"category_scores_gemma":[0.0007277622,0.0002161014,0.0003170738,0.0002024116,0.0001933868,0.0003943716,0.0001359793,0.0003899728,0.000210396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004767548,"about_ca_system_score_gemma":0.0004428964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03114825,"about_ca_topic_score_gemma":0.02255746,"domain_scores_codex":[0.999933,0.00001618151,0.000003602383,0.00002277098,0.00001546771,0.000008957815],"domain_scores_gemma":[0.9997738,0.00007961469,0.00002520599,0.00003235541,0.00007355415,0.00001554035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003287174,0.00002437298,0.003366127,0.00000926019,0.00003011482,0.00001770561,0.000009577713,0.9877529,0.001445617,0.00009859608,0.0003124571,0.006900395],"study_design_scores_gemma":[0.000004853142,0.000009469985,0.002015735,0.000001259978,0.000003155164,0.00000168313,0.000002639519,0.997177,0.0006758007,0.0000392654,0.00006640337,0.000002765488],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9762552,0.00007573187,0.01889706,0.0000963061,0.0000800075,0.00002642081,0.000991933,0.0006941443,0.002883168],"genre_scores_gemma":[0.9965473,0.00001585317,0.002538598,0.00001018703,0.000004901468,0.0000123566,0.0004043245,0.00001631147,0.0004501187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03114825,"threshold_uncertainty_score":0.06193388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03352831923155234,"score_gpt":0.2810929697519746,"score_spread":0.2475646505204222,"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."}}