{"id":"W2060593160","doi":"10.6000/1927-3037.2014.03.04.2","title":"Facile and Novel Strategy for Methods of Extraction of Biofuel Grade Lipids from Microalgae- an Experimental Report","year":2014,"lang":"en","type":"article","venue":"International Journal of Biotechnology for Wellness Industries","topic":"Algal biology and biofuel production","field":"Energy","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biofuel; Extraction (chemistry); Biochemical engineering; Chemistry; Biotechnology; Biology; Chromatography; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006670021,0.0001405547,0.0003362596,0.0002756811,0.00006035891,0.0000131155,0.0003033047,0.0007084711,0.00002310476],"category_scores_gemma":[0.0004929917,0.0001205389,0.0001004466,0.00008529027,0.0004989275,0.0002432151,0.00004599769,0.0002623359,1.906166e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003905359,"about_ca_system_score_gemma":0.00006530145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001901608,"about_ca_topic_score_gemma":0.00001798634,"domain_scores_codex":[0.9987491,0.00005803434,0.0007203272,0.0002213503,0.0001267529,0.0001244576],"domain_scores_gemma":[0.9983073,0.0002229796,0.001057227,0.0001528286,0.0002265076,0.000033178],"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":[0.000577012,0.0002184092,0.0005837382,0.00001080355,0.0002249316,0.000001525755,0.00005935014,0.00004844374,0.7700983,0.01399915,0.00005790713,0.2141204],"study_design_scores_gemma":[0.00101855,0.0008869795,0.0004884169,0.00002893545,0.00005060294,0.0003469654,0.0009081865,0.0001244554,0.9659428,0.01301887,0.01707332,0.0001119371],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8901606,0.000342861,0.1065567,0.001131008,0.001509048,0.0001274988,0.0001264613,0.00001851711,0.00002736066],"genre_scores_gemma":[0.9893959,0.00004076151,0.00994779,0.000019126,0.0004243269,0.00001065723,0.00009223141,0.0000118004,0.00005741679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2140085,"threshold_uncertainty_score":0.5464378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05084225399077921,"score_gpt":0.3620091399504455,"score_spread":0.3111668859596664,"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."}}