{"id":"W7036212141","doi":"","title":"Biofuels and biorefinery development in Canada: The question of sustainability","year":2007,"lang":"en","type":"other","venue":"eCommons (Cornell University)","topic":"Fern and Epiphyte Biology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biorefinery; Biofuel; Sustainability; Biomass (ecology); Sustainable development; Agriculture; Production (economics)","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":[0.0001446516,0.0001113065,0.000172823,0.00005273793,0.00004006929,0.000003083276,0.0001899698,0.0001343611,0.0002805704],"category_scores_gemma":[0.00001566632,0.00004435917,0.00002358966,0.0003189568,0.00009845188,0.00001252147,0.00009752429,0.0001115169,0.000002148257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002859198,"about_ca_system_score_gemma":0.0001538791,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7854756,"about_ca_topic_score_gemma":0.9918031,"domain_scores_codex":[0.9993961,0.00008114381,0.000108793,0.0001993976,0.00004027406,0.0001742295],"domain_scores_gemma":[0.999689,0.00009321667,0.00009332615,0.00005825079,0.00002185802,0.00004431832],"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":[0.0001214594,0.0001692996,0.8439171,0.0001352694,0.00006897441,0.0001235095,0.00007761025,0.00001525177,0.0003215781,0.004548315,0.02758778,0.1229138],"study_design_scores_gemma":[0.00007854309,0.00002814339,0.4078468,0.00002633131,0.000006289961,0.000001158714,0.000365829,0.000008017157,0.00004705808,0.0001473138,0.5913049,0.0001395754],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9296111,0.0002579766,0.000003590094,0.0002425618,0.0001111721,0.000223213,0.00004474747,0.00002251244,0.06948314],"genre_scores_gemma":[0.9538951,0.0001163141,0.00001450121,0.00003750134,0.00003802001,3.49519e-7,0.00003237301,0.000002610616,0.04586326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5637171,"threshold_uncertainty_score":0.3072049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01918823448605639,"score_gpt":0.1816595381604032,"score_spread":0.1624713036743468,"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."}}