{"id":"W4399284264","doi":"10.3390/f15060970","title":"Forest Biological Disaster Control Behaviors of Forest Farmers and Their Spatial Heterogeneity in China","year":2024,"lang":"en","type":"article","venue":"Forests","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Forestry and Grassland Administration; China Postdoctoral Science Foundation","keywords":"China; Geography; Agroforestry; Spatial heterogeneity; Forest management; Environmental resource management; Forestry; Environmental science; Ecology; Biology; Archaeology","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":[0.0001625953,0.0001696225,0.0001847627,0.00007523847,0.00003603047,0.00003292678,0.0001707808,0.00007918656,0.0004622305],"category_scores_gemma":[0.00001548277,0.000115165,0.00007704739,0.0001644671,0.0003436859,0.0001425414,0.0001794997,0.0001079409,0.0001230516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003982054,"about_ca_system_score_gemma":0.000004447561,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002549042,"about_ca_topic_score_gemma":0.0332454,"domain_scores_codex":[0.9990397,0.0000415008,0.0002183,0.0002907382,0.0001150329,0.0002947052],"domain_scores_gemma":[0.9996719,0.00004505882,0.00003725208,0.0001668693,0.000001674172,0.0000772606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003503438,0.00004713317,0.9920793,0.00001817634,0.000009845817,0.00001292558,0.0004040166,0.0005554039,0.0002159593,0.0005101861,0.0003447942,0.005767278],"study_design_scores_gemma":[0.0003177928,0.0001760718,0.9884049,0.00002425217,0.00001009363,0.000004101424,0.00001351232,0.007641206,0.00005903027,0.001379393,0.001836199,0.0001334053],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974622,0.00008880479,0.0002340419,0.0001302076,0.0001290781,0.0003193358,0.00003477619,0.00003308922,0.001568509],"genre_scores_gemma":[0.9996415,0.00001893626,0.00002343208,0.0000506446,0.00004425126,0.00003005456,0.00001866581,0.00001381465,0.0001586498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03069636,"threshold_uncertainty_score":0.9843953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0101827517082934,"score_gpt":0.2426766907647659,"score_spread":0.2324939390564726,"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."}}