{"id":"W2166247730","doi":"10.1890/09-0840.1","title":"Constraining ecosystem processes from tower fluxes and atmospheric profiles","year":2011,"lang":"en","type":"article","venue":"Ecological Applications","topic":"Plant Water Relations and Carbon Dynamics","field":"Environmental Science","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Eddy covariance; Environmental science; Atmospheric sciences; Biosphere; Planetary boundary layer; Radiosonde; Ecosystem; Meteorology; Ecology; Geography; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0007954744,0.0004672058,0.000296453,0.0003837962,0.000279642,0.0006820007,0.0003584479,0.0004668843,0.00035715],"category_scores_gemma":[0.003583298,0.0005470568,0.0002881849,0.0005233046,0.0002839716,0.0009042589,0.000394201,0.0004836602,0.00008265047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006866264,"about_ca_system_score_gemma":0.0009174057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04960989,"about_ca_topic_score_gemma":0.07517837,"domain_scores_codex":[0.9997717,0.00007223189,0.00001300939,0.00007014549,0.0000454411,0.00002757704],"domain_scores_gemma":[0.9992149,0.0003765556,0.0001040119,0.0001811368,0.0000908863,0.00003246683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0003089625,0.0001858679,0.1170185,0.0000989551,0.0001646193,0.00005839509,0.0001784822,0.7709507,0.05906162,0.002370668,0.0003090942,0.04929408],"study_design_scores_gemma":[0.00003902859,0.00002385096,0.0527907,0.000008639697,0.00002484473,0.00001405912,0.00002448639,0.937112,0.008256469,0.001319097,0.0003568987,0.00002987424],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9594694,0.00007547202,0.03853555,0.00003480217,0.000003526071,0.00001447004,0.0006008799,0.0002083676,0.001057693],"genre_scores_gemma":[0.9851571,0.00003384472,0.01411778,0.000006581472,0.000002231573,0.000007420751,0.0005864238,0.00001903268,0.00006969306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04960989,"threshold_uncertainty_score":0.09864229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01359493200480244,"score_gpt":0.1873952063140479,"score_spread":0.1738002743092455,"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."}}