{"id":"W4244419122","doi":"10.5539/mas.v3n3p0b","title":"Modern Applied Science, Vol. 3, No. 3, March 2009, all in one file, Part B","year":2009,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Forest Biomass Utilization and Management","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universidade Federal de Santa Maria; International Atomic Energy Agency; Universiti Putra Malaysia; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Abdus Salam International Centre for Theoretical Physics","keywords":"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001119255,0.0006340983,0.000823857,0.002096285,0.001814212,0.004199184,0.0008415567,0.001082808,0.4273286],"category_scores_gemma":[0.004679786,0.000505711,0.0007882163,0.004189666,0.0009172611,0.002356804,0.002040708,0.001476264,0.1778359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001566841,"about_ca_system_score_gemma":0.002432596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006338447,"about_ca_topic_score_gemma":0.01048293,"domain_scores_codex":[0.9991696,0.0001205161,0.00008848183,0.0001229099,0.0004303987,0.00006821357],"domain_scores_gemma":[0.9986479,0.0003462478,0.00006568256,0.0002971133,0.000527474,0.0001155312],"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":[0.00008834738,0.0001452829,0.002188326,0.0005234931,0.00001757395,0.0001620111,0.0003553332,0.0005099463,0.001149292,0.02300186,0.6586279,0.3132305],"study_design_scores_gemma":[0.00001069424,0.00005681638,0.004963185,0.000251017,0.000009164612,0.0002576683,0.0002837221,0.0005970412,0.0004858036,0.006243595,0.9868291,0.00001215396],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009650812,0.0209361,0.01026284,0.01146794,0.005749764,0.0005076828,0.005784094,0.001500581,0.9341401],"genre_scores_gemma":[0.03445198,0.01769099,0.008587591,0.002124948,0.00120584,0.0002978052,0.003692156,0.0005915161,0.9313573],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5726714,"threshold_uncertainty_score":0.8168463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02362155600988245,"score_gpt":0.2321718940506297,"score_spread":0.2085503380407473,"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."}}