{"id":"W4318820215","doi":"10.1002/cjce.24863","title":"Biodiesel production from <scp> <i>Nannochloropsis</i> </scp> microalgal biomass‐derived oil: An experimental and theoretical study using <scp>the RSM‐CCD</scp> approach","year":2023,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Biodiesel Production and Applications","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biodiesel; Biodiesel production; Biomass (ecology); Response surface methodology; Extraction (chemistry); Raw material; Nannochloropsis; Biofuel; Chemistry; Pulp and paper industry; Yield (engineering); Algae fuel; Methanol; Food science; Botany; Chromatography; Biotechnology; Materials science; Organic chemistry; Algae; Biology; Agronomy; Catalysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0001765267,0.0003441999,0.0002296131,0.0001837616,0.000198939,0.0002975585,0.0002559386,0.0002845196,0.000417993],"category_scores_gemma":[0.0001212458,0.0001269261,0.0003242982,0.000271037,0.0001685891,0.0002077038,0.0002317374,0.0002516696,0.0001901144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004105866,"about_ca_system_score_gemma":0.0002472989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002492594,"about_ca_topic_score_gemma":0.003593036,"domain_scores_codex":[0.9998764,0.000007795309,0.000006196255,0.0000216997,0.00006979675,0.00001811978],"domain_scores_gemma":[0.9999596,0.000008937198,0.000008951152,0.000003658809,0.0000144761,0.000004433306],"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":[0.00001733424,0.00001132156,0.0001949579,0.00005088668,0.000001948246,0.00005701576,0.00000633732,0.0005576496,0.9981989,0.00004289368,0.000009637095,0.0008511153],"study_design_scores_gemma":[0.000002593363,0.00006443888,0.001109963,0.000003387273,0.000004663531,0.00002791663,0.00002031885,0.00325742,0.9951921,0.00001825805,0.0002952812,0.000003736327],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949235,0.000230849,0.003074184,0.00003085019,0.000005654111,0.00001454193,0.0001175591,0.00002853647,0.001574183],"genre_scores_gemma":[0.9961399,0.0003950741,0.002683899,0.000009039943,0.000001204147,0.00001547156,0.0001174615,0.0000066343,0.0006312183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002492594,"threshold_uncertainty_score":0.004956186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01767860494153185,"score_gpt":0.2162675375908047,"score_spread":0.1985889326492728,"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."}}