{"id":"W7005489201","doi":"","title":"A review of North American biofel production, policies and research","year":2015,"lang":"en","type":"article","venue":"KTH Publication Database DiVA (KTH Royal Institute of Technology)","topic":"Developmental Biology and Gene Regulation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biofuel; Renewable fuels; Renewable energy; Promotion (chess); Ethanol fuel; Production (economics); Alternative fuels; Gasoline","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":[0.0006923436,0.0001146889,0.0001995585,0.0003533482,0.0000790718,0.000006282264,0.0003106389,0.00009338804,0.000003095921],"category_scores_gemma":[0.00174829,0.0001047282,0.0000259079,0.001060772,0.001360287,0.00002392282,0.0004206037,0.0001284996,0.000005020337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001951357,"about_ca_system_score_gemma":0.0002350065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001032058,"about_ca_topic_score_gemma":0.0001475311,"domain_scores_codex":[0.998869,0.0000537715,0.0003474482,0.0003697209,0.0001682261,0.0001918565],"domain_scores_gemma":[0.9980488,0.000004695223,0.0002468176,0.000621215,0.001001553,0.0000768887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002215265,0.0006327545,0.3868624,0.002341725,0.0002774711,0.000001635639,0.00008167847,0.00002245149,0.06776375,0.006392139,0.359472,0.1759304],"study_design_scores_gemma":[0.0003399851,0.0003260671,0.05769502,0.0003461294,0.00002543276,0.00002417294,0.00008291599,0.00001329996,0.1537965,0.00007449448,0.7870544,0.0002215368],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978983,0.008049977,0.0002036063,0.01124417,0.0001368099,0.0004864274,0.0001687284,0.0000406709,0.0006865488],"genre_scores_gemma":[0.9749289,0.01074933,0.009310805,0.0004528275,0.00008999336,0.0001205191,0.003759443,0.0000140007,0.0005742147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4275824,"threshold_uncertainty_score":0.5012034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04305330820997175,"score_gpt":0.3378356788690763,"score_spread":0.2947823706591045,"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."}}