{"id":"W3167625652","doi":"10.3390/f12060791","title":"Opportunities and Challenges for Intensive Silviculture in Alberta, Canada","year":2021,"lang":"en","type":"article","venue":"Forests","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Silviculture; Thinning; Forest management; Agroforestry; Argument (complex analysis); Business; Forestry; Geography; Environmental science; Biology","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":[0.00003167936,0.00006878813,0.00007611609,0.00001125529,0.00003415032,0.00001163067,0.00005739147,0.00002620738,0.000353874],"category_scores_gemma":[0.00006438631,0.00006015905,0.00001312487,0.00004136245,0.00004328019,0.00007329546,0.00009044673,0.00003184144,0.00001547582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004908516,"about_ca_system_score_gemma":0.0000265189,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3860119,"about_ca_topic_score_gemma":0.9969987,"domain_scores_codex":[0.9995483,0.00001017831,0.00006972865,0.0001374554,0.00007553095,0.0001588265],"domain_scores_gemma":[0.9997856,0.00004900638,0.0000184868,0.00008620739,0.00001000958,0.00005066789],"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":[0.00004373087,0.00005746766,0.3041268,0.0002356794,0.00004288471,0.0003066544,0.006064369,0.0004973772,0.00004152335,0.05592569,0.6017301,0.03092768],"study_design_scores_gemma":[0.0002111283,0.00002043815,0.2702344,0.00001451755,0.000004975841,0.000005957287,0.0007354321,0.0003126947,0.00004554259,0.0009901265,0.7273201,0.000104685],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9078469,0.0008350306,0.000001395779,0.03544483,0.0001572895,0.0002393824,0.00001468208,0.00000940325,0.05545105],"genre_scores_gemma":[0.9697846,0.0006529668,0.00005932043,0.001391898,0.00003425946,0.0000280581,0.00002613178,0.000007213697,0.02801554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6109868,"threshold_uncertainty_score":0.6180767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03404980769253216,"score_gpt":0.2266371864651428,"score_spread":0.1925873787726106,"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."}}