{"id":"W2767128507","doi":"","title":"WILDLAND ROAD REMOVAL: RESEARCH NEEDS - eScholarship","year":2003,"lang":"en","type":"article","venue":"","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wildlife; Environmental science; Disturbance (geology); Landslide; Environmental resource management; Road construction; Environmental planning; Road surface; Transport engineering; Civil engineering; Engineering; Ecology; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01093206,0.0007197127,0.001411823,0.002430966,0.0019297,0.004788368,0.003443123,0.004009507,0.02329588],"category_scores_gemma":[0.02536523,0.0003106893,0.001223718,0.005110763,0.001813871,0.00946051,0.002730407,0.001555659,0.003718148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002533436,"about_ca_system_score_gemma":0.01743327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04265876,"about_ca_topic_score_gemma":0.08322659,"domain_scores_codex":[0.9948252,0.002137186,0.0005352125,0.0005217904,0.0009831924,0.0009973877],"domain_scores_gemma":[0.9363112,0.02024666,0.005978691,0.003991081,0.02584773,0.007624681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002972057,0.001368896,0.05300334,0.006190041,0.0001187045,0.0005936936,0.001126283,0.0005683956,0.0004422939,0.007765365,0.07695252,0.8515733],"study_design_scores_gemma":[0.0002394197,0.002794926,0.266789,0.05407437,0.0008214696,0.00233901,0.09678787,0.004177588,0.001643835,0.04530311,0.5247431,0.0002863059],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.09986513,0.3899609,0.004894636,0.4293705,0.004809504,0.001256098,0.005529775,0.0003157531,0.06399784],"genre_scores_gemma":[0.3473984,0.5420028,0.02022058,0.04836279,0.005492516,0.001738006,0.007205215,0.000105227,0.02747451],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04265876,"threshold_uncertainty_score":0.08482087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04197576384928988,"score_gpt":0.2972030087482234,"score_spread":0.2552272448989336,"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."}}