{"id":"W3214471859","doi":"10.5552/crojfe.2022.1179","title":"Essential Issues Related to Construction Phases of Road Networks in Protected Areas","year":2021,"lang":"en","type":"article","venue":"Croatian journal of forest engineering","topic":"Wildlife-Road Interactions and Conservation","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Transport Canada","keywords":"Forest road; Environmental resource management; Environmental planning; Transport engineering; Balance of nature; Road construction; Conceptual model; Subgrade; Civil engineering; Business; Engineering; Computer science; Environmental science; Geography; Ecology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001129518,0.00007476537,0.0001420046,0.00009383922,0.00002254561,0.00002287032,0.00007687648,0.00004288226,0.0003455589],"category_scores_gemma":[0.0001433555,0.00007483846,0.00005132537,0.0004213316,0.00002675997,0.0002610783,0.00002510251,0.0001591219,0.000003456607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007014365,"about_ca_system_score_gemma":0.00001830166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000773019,"about_ca_topic_score_gemma":0.00005291808,"domain_scores_codex":[0.9992475,0.00002017384,0.0004032426,0.00008388136,0.0001344864,0.0001107154],"domain_scores_gemma":[0.9996437,0.00001846458,0.0001482419,0.00008504825,0.00004666342,0.00005786811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00002773081,0.00004952374,0.0867784,0.000008139368,0.00002280942,0.00004013333,0.000257979,0.8762686,0.02994635,0.000057499,0.0001753724,0.00636745],"study_design_scores_gemma":[0.0009715972,0.0002027784,0.8217993,0.0006673099,0.00003376709,0.0006726898,0.000425071,0.1411033,0.03156769,0.0001616219,0.002141681,0.0002531102],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798321,0.0001060231,0.01935848,0.0002380833,0.0002817691,0.00007352992,7.980998e-7,0.000008072671,0.00010118],"genre_scores_gemma":[0.9941578,0.00001603287,0.005691859,0.00001225177,0.00004558435,0.000002995864,0.000002204198,0.000008045363,0.00006324027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7351653,"threshold_uncertainty_score":0.3783627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004041838470778421,"score_gpt":0.2151234523001101,"score_spread":0.2110816138293317,"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."}}