{"id":"W7096313864","doi":"","title":"BY","year":2013,"lang":"en","type":"article","venue":"","topic":"Forest Biomass Utilization and Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Vegetation (pathology); Process (computing); Service (business); Control (management); Position (finance); Raw material","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000003606849,0.00001691368,0.00001163079,0.000008049111,0.000003592602,0.00001003953,0.00001858323,0.000006091946,0.00312755],"category_scores_gemma":[3.787531e-7,0.0000141444,0.000003951349,0.00002375698,0.000002156062,0.00003228648,0.000003660725,0.000005139826,0.001451808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003192681,"about_ca_system_score_gemma":1.307841e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006974306,"about_ca_topic_score_gemma":0.000002925897,"domain_scores_codex":[0.9999063,4.497265e-7,0.0000216637,0.00001707055,0.00001816088,0.00003637349],"domain_scores_gemma":[0.9999487,7.092676e-7,7.55295e-7,0.00003332126,0.000002692996,0.00001383117],"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":[1.281235e-8,0.000001530616,0.0001308884,0.000003377834,0.000002378521,3.045201e-8,0.000004085784,0.00007900115,0.001340999,0.005984966,0.98662,0.005832707],"study_design_scores_gemma":[0.00006237838,0.000002853755,0.001703982,7.054363e-7,7.240743e-7,1.016639e-7,0.00002958367,0.03963829,0.005412815,0.000244515,0.9528466,0.00005749132],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0219927,0.00004627956,0.03595766,0.0001263987,0.00009678323,0.00006901364,2.751446e-7,0.0004785985,0.9412323],"genre_scores_gemma":[0.9866812,0.000009309178,0.0003268798,0.000153345,0.000003773752,0.000008629778,0.000003138691,0.000003733755,0.01281001],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9646885,"threshold_uncertainty_score":0.9993257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.001703437243621493,"score_gpt":0.1351667608062902,"score_spread":0.1334633235626687,"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."}}