{"id":"W3203068053","doi":"10.34220/mmeitsic2021_9-13","title":"DESIGN METHODS FOREST FOREST ROADS BASED ON GIS SYSTEM","year":2021,"lang":"en","type":"article","venue":"","topic":"Forest Biomass Utilization and Management","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Transport Canada","funders":"","keywords":"Forest road; Computer science; Tracing; Geographic information system; Work (physics); Transport engineering; Operations research; Remote sensing; Engineering; Geography; Forestry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002470101,0.0001426443,0.0001420989,0.0001004311,0.00004224284,0.00005907872,0.0001030821,0.00006211839,0.000261789],"category_scores_gemma":[0.00002897704,0.0001296158,0.0000594627,0.0002877337,0.00001135042,0.0000491748,0.00002482324,0.00005036547,0.0001305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001041738,"about_ca_system_score_gemma":0.00001945623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008095933,"about_ca_topic_score_gemma":0.00012561,"domain_scores_codex":[0.9992037,0.00008703434,0.0001829211,0.0001776085,0.0001463322,0.0002024077],"domain_scores_gemma":[0.9994413,0.00008532497,0.00001558944,0.000338161,0.00004120229,0.0000783877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000007503756,0.00003190022,0.0008011985,0.0002483657,0.00004256752,0.00004527506,0.00002040902,0.9298645,0.0005442303,0.04984618,0.01306863,0.005479185],"study_design_scores_gemma":[0.0003149529,0.0000303669,0.001905718,0.00004401737,0.00001778051,0.00000245624,0.00007979736,0.9598392,0.01084907,0.00007166735,0.0266838,0.0001611645],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0004276506,0.00005184185,0.8858297,0.00007524945,0.0004037,0.0001721609,0.000001217715,0.0006881154,0.1123503],"genre_scores_gemma":[0.8213167,0.000006617545,0.1760655,0.0002343139,0.00003563814,0.00005192647,0.00002779307,0.00004142713,0.002220088],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8208891,"threshold_uncertainty_score":0.528558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02759123028350185,"score_gpt":0.265153771919622,"score_spread":0.2375625416361201,"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."}}