{"id":"W2078655477","doi":"10.1139/x03-044","title":"Comparison of fixed-area plot designs for estimating stand characteristics and western spruce budworm damage in southwestern U.S.A. forests","year":2003,"lang":"en","type":"article","venue":"Canadian Journal of Forest Research","topic":"Forest ecology and management","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stocking; Statistics; Sampling (signal processing); Spruce budworm; Forestry; Sample size determination; Mathematics; Ecology; Biology; Geography; Lepidoptera genitalia","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02760607,0.0007416451,0.0005908121,0.001248384,0.0003591606,0.0004886476,0.0009248348,0.00054932,0.001219333],"category_scores_gemma":[0.0462303,0.0008946715,0.0008679955,0.0008842364,0.0005450231,0.0004619643,0.0004094425,0.0003227013,0.0002420281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001456398,"about_ca_system_score_gemma":0.001138524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01312312,"about_ca_topic_score_gemma":0.02658345,"domain_scores_codex":[0.9761135,0.02109507,0.0006635241,0.001078495,0.000853934,0.0001954247],"domain_scores_gemma":[0.91461,0.06873791,0.006045632,0.003313379,0.006535141,0.0007579327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01456226,0.002093723,0.4499204,0.001041456,0.001867458,0.0001298933,0.001064781,0.1107393,0.004434611,0.001937205,0.001319255,0.4108896],"study_design_scores_gemma":[0.005212666,0.02713207,0.5359063,0.0003587346,0.001191514,0.0003161194,0.0007518895,0.4138978,0.007925996,0.003092451,0.004016448,0.0001980393],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8652608,0.0009274432,0.1301711,0.00005341453,0.00006385047,0.001721006,0.0005772955,0.0004044976,0.0008206033],"genre_scores_gemma":[0.7875906,0.0003876186,0.2072955,0.00004258435,0.00002592741,0.002982118,0.0008651651,0.00003091622,0.0007796157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02760607,"threshold_uncertainty_score":0.1459966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0860975683722457,"score_gpt":0.3470961572812456,"score_spread":0.2609985889089999,"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."}}