{"id":"W2329431724","doi":"10.1139/x10-235","title":"Adaptation options to reduce climate change vulnerability of sustainable forest management in the Austrian Alps","year":2011,"lang":"en","type":"article","venue":"Canadian Journal of Forest Research","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":121,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental resource management; Forest management; Ecosystem services; Climate change; Vulnerability (computing); Adaptive management; Sustainable forest management; Adaptive capacity; Goods and services; Ecoforestry; Ecosystem management; Forest ecology; Business; Adaptation (eye); Vulnerability assessment; Environmental planning; Forest restoration; Geography; Ecosystem; Environmental science; Forestry; Ecology; Psychological resilience; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004255619,0.00009493744,0.0001307057,0.0006990756,0.0002569865,0.00005724715,0.0008191156,0.00004582343,0.001035614],"category_scores_gemma":[0.0001755201,0.00007361467,0.00006039612,0.00129937,0.000303253,0.0003793052,0.0001206331,0.0003202277,0.0001489471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004656188,"about_ca_system_score_gemma":0.0001065415,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1271413,"about_ca_topic_score_gemma":0.4301316,"domain_scores_codex":[0.9979047,0.0002866744,0.0003585684,0.0001567492,0.0005177812,0.0007755699],"domain_scores_gemma":[0.999017,0.00006278179,0.00009784439,0.0003439496,0.00008611011,0.0003923206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001833634,0.0001739149,0.7980641,0.0001045109,0.00003166155,0.0007131344,0.02126342,0.005834273,0.000006728864,0.1356019,0.02263191,0.01539112],"study_design_scores_gemma":[0.0003123191,0.0003578995,0.9627854,0.00004074242,0.00001107359,0.000009578581,0.00450315,0.0001672728,0.000009192129,0.006046413,0.02567079,0.00008621521],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9288584,0.00004467513,0.00001973527,0.002057397,0.00006377372,0.0009225023,0.000006621879,0.000002051933,0.06802482],"genre_scores_gemma":[0.9981456,0.00005180091,0.0005233434,0.00009233991,0.00006999627,0.00006262128,0.000002609027,0.00000985049,0.001041837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3029903,"threshold_uncertainty_score":0.9998776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1535296713067223,"score_gpt":0.3489672208804639,"score_spread":0.1954375495737415,"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."}}