{"id":"W4399304820","doi":"10.3390/hardware2020008","title":"Wood Chipper Design for Biofuel Production in a Global Catastrophic Loss of Infrastructure Scenario","year":2024,"lang":"en","type":"article","venue":"Hardware","topic":"Forest Biomass Utilization and Management","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Production (economics); Biofuel; Environmental science; Natural resource economics; Waste management; Engineering; Economics","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":[0.00005853382,0.00009282967,0.00009019201,0.00008859148,0.00001295008,0.00002305955,0.00006871117,0.00004854799,0.00003127158],"category_scores_gemma":[0.00001770146,0.00008687221,0.00003406654,0.0003135508,0.00001896952,0.00008038407,0.00001648825,0.00004586408,0.0000100667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000931414,"about_ca_system_score_gemma":0.00002081929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005592015,"about_ca_topic_score_gemma":0.00007646532,"domain_scores_codex":[0.9994996,0.000007825564,0.0001352128,0.0001452411,0.00007853372,0.0001335861],"domain_scores_gemma":[0.9998183,0.000004153405,0.00001004369,0.0001195106,0.00002400836,0.0000239713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001870628,0.0001378829,0.03276357,0.01015612,0.0003854809,0.00006658721,0.002093918,0.7207672,0.006361003,0.0158947,0.1030269,0.1081596],"study_design_scores_gemma":[0.003685335,0.0005531109,0.2403586,0.002691205,0.0002966366,0.0001084924,0.001006843,0.286715,0.05029348,0.02199487,0.3903312,0.001965189],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6689945,0.00313106,0.3188702,0.0007098793,0.003705726,0.002194484,0.0004074051,0.000955344,0.001031312],"genre_scores_gemma":[0.9964817,0.00003785539,0.00319029,0.00001059592,0.00006618031,0.00004347099,0.0000584487,0.00001652109,0.00009494709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4340522,"threshold_uncertainty_score":0.3542546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01120716677483434,"score_gpt":0.2288676748047709,"score_spread":0.2176605080299365,"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."}}