{"id":"W2987363920","doi":"10.1126/science.aay5945","title":"Catchment properties and the photosynthetic trait composition of freshwater plant communities","year":2019,"lang":"en","type":"article","venue":"Science","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":133,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"Natural Environment Research Council; Narodowa Agencja Wymiany Akademickiej; Carlsbergfondet","keywords":"Trait; Photosynthesis; Composition (language); Environmental science; Drainage basin; Ecology; Catchment area; Biology; Geography; Botany; Computer science; Cartography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005370109,0.0001050841,0.0002573456,0.0009185637,0.0003830693,0.0009417039,0.0001711686,0.000329084,0.001406001],"category_scores_gemma":[0.002761777,0.0001462033,0.0001855853,0.001537293,0.0005827561,0.0009284393,0.0009052296,0.0003623732,0.0001236893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005294545,"about_ca_system_score_gemma":0.0001913881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00531847,"about_ca_topic_score_gemma":0.007515128,"domain_scores_codex":[0.9998197,0.00004816889,0.00001057339,0.0000490725,0.00004012575,0.00003234379],"domain_scores_gemma":[0.998963,0.0002168121,0.000362272,0.00006548872,0.0001436206,0.0002488718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001458363,0.00004282827,0.9637945,0.00005106172,0.0001880143,0.000241373,0.001104101,0.001089639,0.01726017,0.001053802,0.0005005779,0.01452805],"study_design_scores_gemma":[0.000002854674,0.000009653243,0.9981832,0.000002344928,0.000008957707,0.00005013089,0.0002202995,0.0004484248,0.0001644618,0.0006592461,0.0002466346,0.000003783553],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984131,0.0002608178,0.0003810246,0.000158873,0.00000392813,0.000004263945,0.0001248463,0.000008476341,0.0006447773],"genre_scores_gemma":[0.9996212,0.00009520583,0.00007713975,0.00002073368,0.000004968321,0.000001746308,0.000092085,0.000003880341,0.00008302963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00531847,"threshold_uncertainty_score":0.010575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01171517413537778,"score_gpt":0.1854870017648829,"score_spread":0.1737718276295052,"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."}}