{"id":"W2281978698","doi":"10.71781/31517","title":"Isolation and identification of native microalgae for biodiesel 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":"Isolation (microbiology); Biodiesel; Identification (biology); Biodiesel production; Production (economics); Biotechnology; Pulp and paper industry; Engineering; Biology; Botany; Microbiology; Economics; Biochemistry","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":[0.0002155738,0.0005877404,0.0005379972,0.0007798579,0.0004521993,0.0006517327,0.0002217882,0.0004267976,0.001003476],"category_scores_gemma":[0.0004184338,0.0002340432,0.0005766329,0.0007277799,0.0002058442,0.0003322477,0.000652406,0.0004586879,0.001314191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001563187,"about_ca_system_score_gemma":0.0005106954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001883302,"about_ca_topic_score_gemma":0.004352175,"domain_scores_codex":[0.9996693,0.00002947799,0.00003105256,0.00007379608,0.0001227753,0.00007355916],"domain_scores_gemma":[0.9998199,0.00003710572,0.00002254643,0.0000210495,0.00006724742,0.00003214506],"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":[0.00003152327,0.00002288543,0.0006955879,0.0000435295,0.000003144336,0.00007920937,0.00003165779,0.00003645791,0.9946365,0.00002528759,0.00003510225,0.004359008],"study_design_scores_gemma":[0.00001411879,0.000527004,0.0326763,0.00004976934,0.0000503011,0.0008953866,0.0004341659,0.001040033,0.9541014,0.0001304263,0.01006326,0.00001797299],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9451743,0.004989417,0.03709393,0.0006297517,0.0002080928,0.0005797407,0.002704307,0.0002296016,0.008390914],"genre_scores_gemma":[0.8799774,0.007696489,0.08518027,0.0003826645,0.00009078934,0.0005873879,0.008648308,0.0001389684,0.01729773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001883302,"threshold_uncertainty_score":0.003744721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006013159637869123,"score_gpt":0.1851982919626028,"score_spread":0.1791851323247337,"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."}}