{"id":"W2119836658","doi":"10.5558/tfc2014-009","title":"Considerations for boreal mixedwood silviculture: A view from the dismal science","year":2014,"lang":"en","type":"article","venue":"The Forestry Chronicle","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Silviculture; Forest management; Boreal; Taiga; Agroforestry; Business; Liberian dollar; Forestry; Natural resource economics; Environmental science; Economics; Geography; Finance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004614476,0.0001149396,0.0000830521,0.000007240014,0.0009972076,0.0001533623,0.000601394,0.00002890526,0.001054689],"category_scores_gemma":[0.0001629347,0.00005873345,0.00005995108,0.0002061359,0.001018389,0.000225886,0.0002760114,0.00009672294,0.0006703836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008121912,"about_ca_system_score_gemma":0.00003706428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001472527,"about_ca_topic_score_gemma":0.001303684,"domain_scores_codex":[0.9989669,0.00004438299,0.0001366582,0.0002393969,0.0002557967,0.00035686],"domain_scores_gemma":[0.9990392,0.0003232401,0.0000592014,0.0005039228,0.000008450219,0.00006594973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004279349,0.0001757679,0.02929961,0.0000190401,0.00005274548,0.000001589339,0.004034748,0.005710425,0.003262691,0.2701758,0.6712064,0.0160184],"study_design_scores_gemma":[0.001299322,0.0002134254,0.3529374,0.00002464434,0.0001079931,0.000008491531,0.0001328325,0.05059363,0.002080348,0.1099066,0.4822842,0.0004111838],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9499439,0.0001514306,0.0003841382,0.01590803,0.0002554542,0.0008457411,0.00004707178,0.00007885021,0.0323854],"genre_scores_gemma":[0.9964929,0.000008480049,0.0004197034,0.001967854,0.0002870353,0.00006724912,0.00001193546,0.000009650046,0.0007351454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3236378,"threshold_uncertainty_score":0.9998585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0152437982162225,"score_gpt":0.2459823162605374,"score_spread":0.2307385180443149,"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."}}