{"id":"W2151338309","doi":"10.1093/forestscience/53.2.131","title":"A Synthesis of the Ecology of Headwater Streams and their Riparian Zones in Temperate Forests","year":2007,"lang":"en","type":"article","venue":"Forest Science","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":139,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Pacific Northwest Research Station; U.S. Forest Service","keywords":"STREAMS; Riparian zone; Ecology; Environmental science; Channelized; Large woody debris; Temperate rainforest; Temperate climate; Detritus; Temperate forest; Channel (broadcasting); Hydrology (agriculture); Geology; Ecosystem; Habitat; Biology","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":[0.001128183,0.0003461844,0.0009329554,0.002844098,0.0004341583,0.00256641,0.0003508384,0.0004378354,0.003932435],"category_scores_gemma":[0.002581896,0.0001970683,0.0003377731,0.005528693,0.0007775509,0.001620302,0.0006393528,0.0004267715,0.0001615436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001394388,"about_ca_system_score_gemma":0.001861628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01701154,"about_ca_topic_score_gemma":0.05742599,"domain_scores_codex":[0.9996603,0.0000600537,0.00006577329,0.0001197953,0.00005134191,0.00004274908],"domain_scores_gemma":[0.998077,0.001257858,0.0002458911,0.0000692363,0.0002607086,0.00008922436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007809305,0.0001429901,0.104725,0.03038711,0.001151002,0.0004260912,0.008483591,0.00623042,0.01263154,0.02674871,0.00806249,0.8002301],"study_design_scores_gemma":[0.00003825756,0.0002412466,0.7688536,0.009371226,0.001358993,0.0004544116,0.006761912,0.001504692,0.001173743,0.02216254,0.1880057,0.00007371131],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2110374,0.7629593,0.004414354,0.003204217,0.0004266803,0.00003902024,0.002406067,0.00003382361,0.01547916],"genre_scores_gemma":[0.4778444,0.5113056,0.004643633,0.0009902194,0.0008707663,0.00004563394,0.001411619,0.00001876365,0.002869278],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01701154,"threshold_uncertainty_score":0.03382504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005505649768630456,"score_gpt":0.2081923800825478,"score_spread":0.2026867303139174,"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."}}