{"id":"W4410740789","doi":"10.1139/cjfr-2025-0063","title":"Comparing operational and economic viability of integrated full tree roundwood and residue harvesting with tree length roundwood harvesting in a shelterwood system","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Forest Research","topic":"Forest Biomass Utilization and Management","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University; University of Toronto; Natural Resources Canada","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Forestry; Environmental science; Tree (set theory); Mathematics; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0009202711,0.0002477031,0.0002102187,0.0006641817,0.00106245,0.001211994,0.0008144066,0.000183818,0.001106802],"category_scores_gemma":[0.001532232,0.000156801,0.0002694273,0.0008054321,0.000791561,0.0006953245,0.0007221458,0.0002503385,0.0001463235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00705595,"about_ca_system_score_gemma":0.00428651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3796124,"about_ca_topic_score_gemma":0.8361989,"domain_scores_codex":[0.9990634,0.000123682,0.00003288694,0.0001488381,0.0003704992,0.0002606455],"domain_scores_gemma":[0.9989573,0.0002232959,0.0001870588,0.00008356522,0.0002842406,0.0002645445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00230395,0.001255282,0.8441083,0.000161504,0.0002482962,0.0004369145,0.001118947,0.006236838,0.0515072,0.0005460824,0.0004378826,0.09163872],"study_design_scores_gemma":[0.00002584807,0.000931064,0.9908985,0.00001101434,0.0000439906,0.00005135191,0.001217904,0.003443564,0.002722216,0.00004862879,0.0005895748,0.00001634553],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993576,0.00001446688,0.0001105459,0.00000403999,6.291019e-7,0.00001444261,0.00003412207,0.000002495825,0.0004616117],"genre_scores_gemma":[0.9979345,0.0000442541,0.00129227,0.00001240267,0.000001533414,0.00002189651,0.0002072963,0.000004424471,0.0004814022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3796124,"threshold_uncertainty_score":0.7548056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02902748096803866,"score_gpt":0.2581406334567258,"score_spread":0.2291131524886872,"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."}}