{"id":"W2033623594","doi":"10.1139/x06-111","title":"Use of amphibians to define riparian zones of headwater streams","year":2006,"lang":"en","type":"article","venue":"Canadian Journal of Forest Research","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Maine Agricultural and Forest Experiment Station; National Fish and Wildlife Foundation","keywords":"Riparian zone; Species richness; Ecology; Salamander; STREAMS; Riparian forest; Habitat; Abundance (ecology); Amphibian; Geography; Biology; Environmental science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000693352,0.00007652295,0.000192996,0.0003158263,0.0001003687,0.00001689007,0.0003175613,0.00007307011,0.001430835],"category_scores_gemma":[0.00008387603,0.00006272394,0.00005851217,0.0004243285,0.0005081907,0.0002093719,0.00001714849,0.0002176594,0.00003845316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009131883,"about_ca_system_score_gemma":0.0002855598,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1213833,"about_ca_topic_score_gemma":0.722371,"domain_scores_codex":[0.9986032,0.0000668694,0.0003829275,0.0001154612,0.0004050907,0.0004264464],"domain_scores_gemma":[0.9991469,0.00008317512,0.00008081606,0.000156189,0.0001024061,0.0004305622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005482439,0.00005387072,0.9804189,0.00001697391,0.00001301432,0.0001288191,0.0002623123,0.01141818,0.001724431,0.0004050228,0.004585436,0.0009182542],"study_design_scores_gemma":[0.000329935,0.0006848954,0.9594237,0.0000758288,0.00001403035,0.00004491981,0.00005616866,0.00003705069,0.009825118,0.001939555,0.02746595,0.0001028562],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968262,0.00007637187,0.0001176844,0.001199249,0.0000436736,0.00009588221,0.00002456077,0.000001252176,0.001615164],"genre_scores_gemma":[0.9988105,0.000009410095,0.0005791379,0.00004267928,0.00003778247,0.000001586028,0.000004657585,0.000008456311,0.0005058048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6009877,"threshold_uncertainty_score":0.999482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0481035050955673,"score_gpt":0.2791153592853849,"score_spread":0.2310118541898176,"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."}}