{"id":"W7037792705","doi":"","title":"Energy balance and greenhouse gas emissions evaluation on biohydrogen production from crude glycerol by dark fermentation.","year":2014,"lang":"en","type":"other","venue":"EspaceINRS (National Institute for Scientific Research (Canada))","topic":"Bryophyte Studies and Records","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Fonds Québécois de la Recherche sur la Nature et les Technologies","keywords":"Biohydrogen; Raw material; Biodiesel; Energy balance; Biodiesel production; Diesel fuel; Energy source; Glycerol; Biofuel","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00116263,0.0002679221,0.0002565322,0.0001061543,0.001449385,0.0002416112,0.0003865279,0.0001669783,0.0005256397],"category_scores_gemma":[0.0004373917,0.0001335826,0.00006161944,0.0006426964,0.0004302532,0.0001112541,0.0001121439,0.0002105361,0.000007233625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005941077,"about_ca_system_score_gemma":0.0009090335,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5499819,"about_ca_topic_score_gemma":0.9918433,"domain_scores_codex":[0.9953079,0.0002064411,0.0002717929,0.00102907,0.002706283,0.0004785613],"domain_scores_gemma":[0.9985282,0.0002090893,0.0002050881,0.0001598258,0.000664464,0.0002333583],"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":[0.0000383135,0.00006143843,0.00004679132,0.0000152201,0.00005284659,7.295708e-7,0.000008865545,0.00005548485,0.008607313,0.000514562,0.9752806,0.01531778],"study_design_scores_gemma":[0.0002561316,0.0001009504,0.0005951052,0.000115907,0.00001586769,9.557283e-7,0.00005785183,0.00105752,0.000625319,0.0007550264,0.9961638,0.0002556078],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.2339355,0.01332457,0.0004191414,0.3395859,0.08876644,0.01600532,0.05435566,0.0007057292,0.2529018],"genre_scores_gemma":[0.2932723,0.001096494,0.0003973357,0.0005877946,0.00920175,0.001191952,0.02211659,0.00006600681,0.6720698],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4418615,"threshold_uncertainty_score":0.9998506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03687607569083562,"score_gpt":0.2927999746721333,"score_spread":0.2559238989812976,"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."}}