{"id":"W1537214356","doi":"","title":"Forest Engineering in New Brunswick, Faculty of Forestry and Environmental Management University of New Brunswick - Canada","year":2002,"lang":"en","type":"article","venue":"International Journal of Forest Engineering","topic":"Forest Biomass Utilization and Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Forestry; Forest management; Engineering; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000635481,0.0001611809,0.0002176549,0.0003351379,0.000008671144,0.00001315746,0.0003864942,0.00005041191,0.00005948176],"category_scores_gemma":[0.00001851403,0.000186809,0.00006911511,0.0001286745,0.00001687982,0.0002068563,0.00009872137,0.0001318996,9.330847e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002558985,"about_ca_system_score_gemma":0.000106796,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02142041,"about_ca_topic_score_gemma":0.1301812,"domain_scores_codex":[0.998924,0.000003617313,0.0004130157,0.00009908652,0.0003884231,0.0001718994],"domain_scores_gemma":[0.9995645,0.00002196406,0.0001255983,0.0001209138,0.00002644497,0.0001405882],"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":[0.00001808382,0.00003110548,0.1045201,0.0001202277,0.0002641285,0.0001447175,0.0002182686,0.8868277,0.0001773177,0.003843674,0.001979407,0.001855291],"study_design_scores_gemma":[0.002470701,0.00007036788,0.6044604,0.0004582849,0.00005479454,0.000074844,0.0002908321,0.3661384,0.0006851201,0.00004927861,0.02493686,0.0003101216],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785331,0.0006061494,0.01980355,0.0001054073,0.0004519598,0.0001136913,0.000009380607,0.00002394146,0.0003528303],"genre_scores_gemma":[0.9957861,0.0005242857,0.003230884,0.000007226358,0.00006441648,8.905833e-8,0.00001182345,0.00002252256,0.0003527047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5206892,"threshold_uncertainty_score":0.985096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006746950716201846,"score_gpt":0.1696233252538181,"score_spread":0.1628763745376162,"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."}}