{"id":"W2310021046","doi":"10.14288/1.0166110","title":"On the design and analysis of forest biomass to biofuel and bioenergy supply chains","year":2015,"lang":"en","type":"article","venue":"Open Collections","topic":"Forest Biomass Utilization and Management","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bioenergy; Biofuel; Biomass (ecology); Supply chain; Environmental science; Agroforestry; Agricultural economics; Natural resource economics; Business; Agronomy; Economics; Engineering; Waste management; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001414444,0.00006728515,0.0001069368,0.000236583,0.0002049952,0.0002114719,0.0001023028,0.00002258896,0.00004745747],"category_scores_gemma":[0.00003226544,0.00005057459,0.00001799611,0.001969823,0.00002943838,0.00004306858,0.00007399217,0.00001806539,0.000001552173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002696578,"about_ca_system_score_gemma":0.00001130841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009548537,"about_ca_topic_score_gemma":0.006039394,"domain_scores_codex":[0.9996273,0.0000256674,0.00009593889,0.0001015985,0.00006705779,0.00008245543],"domain_scores_gemma":[0.9996807,0.00005295387,0.00001433415,0.0001416547,0.00003410827,0.00007623794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009837701,0.0001592422,0.004356956,0.00003501165,0.002093073,0.000003602047,0.001037023,0.233317,0.0008125324,0.06450028,0.6918682,0.001718636],"study_design_scores_gemma":[0.001315083,0.0006343804,0.01990284,0.00003673351,0.0007506739,0.000003786122,0.00130888,0.8339019,0.004019906,0.004205223,0.1334324,0.0004881003],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1881237,0.0002728741,0.5440091,0.003268209,0.0005928765,0.003360705,0.0002077362,0.0002786894,0.2598861],"genre_scores_gemma":[0.9838956,0.00004319858,0.001686618,0.0001255283,0.000006278976,0.0001166868,0.00001184329,0.0000123461,0.01410187],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.795772,"threshold_uncertainty_score":0.3370123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03271678025589501,"score_gpt":0.2413884091739401,"score_spread":0.2086716289180451,"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."}}