{"id":"W2941407123","doi":"10.1002/ecs2.2720","title":"Measuring function and structure of urban headwater streams with citizen scientists","year":2019,"lang":"en","type":"article","venue":"Ecosphere","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"EcoSpark; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Trillium Foundation","keywords":"Riparian zone; STREAMS; Environmental science; Drainage basin; Land cover; Vegetation (pathology); Hydrology (agriculture); Ecosystem; Land use; Functional ecology; Ecology; Physical geography; Geography; Habitat; Geology; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004242844,0.00007267229,0.00008940599,0.000005996808,0.0000464684,0.000007907873,0.00006256422,0.00004445207,0.01241058],"category_scores_gemma":[0.000001008393,0.00005271269,0.00001062814,0.00007552096,0.0000960438,0.0001586945,0.00001901022,0.00005915611,0.0001271166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001155713,"about_ca_system_score_gemma":0.000004930169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004952,"about_ca_topic_score_gemma":0.000365431,"domain_scores_codex":[0.9994633,0.000008257032,0.000077044,0.0001934118,0.0001340274,0.0001239592],"domain_scores_gemma":[0.9998164,0.000006084401,0.00003311354,0.0001025187,0.000004487636,0.00003744625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006688038,0.00001952498,0.9755747,0.00003692305,0.00001539793,0.000001845234,0.0002021445,0.001017964,0.02083112,0.00004351527,0.0005964602,0.001593565],"study_design_scores_gemma":[0.0007829613,0.0003098828,0.9686124,0.00003459627,0.00002961284,0.000009590697,0.00006473464,0.000197758,0.02645253,0.0007677803,0.002569373,0.0001688095],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871041,0.00006224861,0.00005885602,0.00002604881,0.00005999704,0.00009277347,0.000004206564,0.00001487891,0.01257687],"genre_scores_gemma":[0.9987375,0.000002431971,0.0001958363,0.00004460708,0.000008955004,9.641009e-7,0.000006083951,0.000005991733,0.0009976315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01228346,"threshold_uncertainty_score":0.9884922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004357466754750139,"score_gpt":0.159607426745549,"score_spread":0.1552499599907989,"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."}}