{"id":"W2591521451","doi":"10.71781/31612","title":"Characterization of microalgae native to Quebec for biofuel production","year":2014,"lang":"en","type":"dissertation","venue":"Papyrus : Institutional Repository (Université de Montréal)","topic":"Algal biology and biofuel production","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biofuel; Production (economics); Characterization (materials science); Environmental science; Pulp and paper industry; Biotechnology; Biochemical engineering; Engineering; Agroforestry; Biology; Economics; Nanotechnology; Materials science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001828287,0.0003805569,0.0002001577,0.0007867129,0.0008849815,0.0006046661,0.0002671118,0.0002541172,0.002437663],"category_scores_gemma":[0.0002336354,0.0001032501,0.0001754844,0.001090686,0.0001659514,0.0002124506,0.000165823,0.0001978036,0.0004671381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002884018,"about_ca_system_score_gemma":0.002134559,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.745703,"about_ca_topic_score_gemma":0.8889889,"domain_scores_codex":[0.9998678,0.000004669045,0.00000618058,0.0000326656,0.00005585369,0.0000327806],"domain_scores_gemma":[0.9997997,0.00001285856,0.00001358693,0.000004544885,0.000145976,0.00002331274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001599016,0.00004073785,0.03231248,0.0001630803,0.00002307375,0.0002967932,0.0003701199,0.0006871099,0.9478796,0.0001332678,0.0005458512,0.01738814],"study_design_scores_gemma":[0.0000161169,0.0003688459,0.6955478,0.0000887768,0.00008770137,0.0002720382,0.00270673,0.004712469,0.2667988,0.00006409036,0.02930033,0.00003627195],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840325,0.001207411,0.002512535,0.0001710547,0.00002574273,0.0001126412,0.002951721,0.0000537476,0.008932827],"genre_scores_gemma":[0.9617962,0.001695509,0.005588315,0.0001755997,0.000006829654,0.0001139102,0.005665104,0.00003853987,0.02492008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.254297,"threshold_uncertainty_score":0.5115891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005422796126780432,"score_gpt":0.1806255992868678,"score_spread":0.1752028031600874,"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."}}