{"id":"W2112502728","doi":"10.1007/s10479-015-1907-4","title":"Operations Research challenges in forestry: 33 open problems","year":2015,"lang":"en","type":"article","venue":"Annals of Operations Research","topic":"Forest Biomass Utilization and Management","field":"Engineering","cited_by":130,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Dalhousie University; Université Laval","funders":"","keywords":"Forestry; Community forestry; Forest management; Environmental planning; Computer science; Management science; Operations research; Business; Environmental resource management; Engineering; Geography; Economics","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":[0.005094521,0.000111667,0.0001828808,0.0009680282,0.0002066627,0.0003376543,0.0008146965,0.00009596285,0.0001143348],"category_scores_gemma":[0.0005338649,0.0001081483,0.00002617748,0.001477962,0.0001824437,0.00064932,0.0004835893,0.0003828516,0.0001824217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007623326,"about_ca_system_score_gemma":0.0002370001,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001058451,"about_ca_topic_score_gemma":0.02883822,"domain_scores_codex":[0.9975223,0.0004029422,0.0003862836,0.0002793613,0.0008598444,0.0005492695],"domain_scores_gemma":[0.9977461,0.0000701558,0.000004771154,0.0005507462,0.001428364,0.0001998595],"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":[0.00002031496,0.0003761397,0.0004451185,0.0001638431,0.00004677304,0.00001074106,0.004462575,0.7310422,0.0006516224,0.2098013,0.04773154,0.005247803],"study_design_scores_gemma":[0.001915862,0.0008651538,0.00692976,0.000407421,0.000004454248,0.00000582878,0.01622275,0.6189409,0.008722031,0.006690717,0.3387368,0.0005582648],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5145605,0.008657043,0.001124224,0.03464771,0.0003611438,0.006495492,0.000102139,0.0002491791,0.4338026],"genre_scores_gemma":[0.9912782,0.004525332,0.0008314539,0.00002814506,0.00005077072,0.000640561,0.00006498025,0.00003296498,0.002547616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4767177,"threshold_uncertainty_score":0.988883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7507399674572494,"score_gpt":0.5250244848031548,"score_spread":0.2257154826540946,"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."}}