{"id":"W2775272653","doi":"10.3390/f8120494","title":"Characterisation of Beaver Habitat Parameters That Promote the Use of Culverts as Dam Construction Sites: Can We Limit the Damage to Forest Roads?","year":2017,"lang":"en","type":"article","venue":"Forests","topic":"Ecology and biodiversity studies","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue","funders":"Kementerian Tenaga dan Sumber Asli","keywords":"Culvert; Beaver; Forest road; Levee; Environmental science; Habitat; Hydrology (agriculture); STREAMS; Geography; Engineering; Ecology; Geotechnical engineering; Forestry; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006431573,0.0002790678,0.0003433033,0.0009180414,0.0003827229,0.0007255601,0.0004085109,0.0003364561,0.001079508],"category_scores_gemma":[0.002404803,0.0001108163,0.0001918955,0.0008453529,0.0004407126,0.000529697,0.0001899638,0.0002091803,0.0001880291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008959827,"about_ca_system_score_gemma":0.0009157434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1410449,"about_ca_topic_score_gemma":0.4080858,"domain_scores_codex":[0.9997403,0.00008979235,0.00001629067,0.00005541223,0.00003894802,0.00005915756],"domain_scores_gemma":[0.998355,0.0004220152,0.0006075852,0.0001064216,0.0002963381,0.0002127038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004949356,0.00002724287,0.9892763,0.00001873829,0.00002400939,0.0000639064,0.0001697447,0.0008899902,0.002531822,0.00005246645,0.00006949913,0.006826842],"study_design_scores_gemma":[7.748546e-7,0.00002740801,0.9984159,0.000003584262,0.000005956013,0.00004305462,0.0001828239,0.001043761,0.0001461305,0.00003110124,0.00009642836,0.0000031119],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987227,0.00007755712,0.0006740786,0.00001447864,7.490186e-7,0.00001267786,0.0001301471,0.000007894155,0.0003596502],"genre_scores_gemma":[0.999144,0.00003129267,0.0006215183,0.000004506744,6.836297e-7,0.000004508605,0.00009543703,0.000002425476,0.0000956331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1410449,"threshold_uncertainty_score":0.2804478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0617345433168691,"score_gpt":0.2439000570652039,"score_spread":0.1821655137483348,"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."}}