{"id":"W4400778672","doi":"10.3390/molecules29143368","title":"Comprehensive Analysis of Biomass from Chlorella sorokiniana Cultivated with Industrial Flue Gas as the Carbon Source","year":2024,"lang":"en","type":"article","venue":"Molecules","topic":"Algal biology and biofuel production","field":"Energy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Chlorella sorokiniana; Food science; Chemistry; Biomass (ecology); Linoleic acid; Polysaccharide; Oleic acid; Palmitic acid; Polyunsaturated fatty acid; Fatty acid; Botany; Biochemistry; Chlorella; Biology; Algae; Agronomy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006874543,0.0001568859,0.0002443556,0.000153095,0.00006838257,0.00002658067,0.0001496839,0.0001961371,0.00009466375],"category_scores_gemma":[0.00003413252,0.00008949687,0.0001129377,0.000995824,0.0002451992,0.00002291213,0.00004443102,0.0001956568,0.00002159622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002375122,"about_ca_system_score_gemma":0.00003680439,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01306351,"about_ca_topic_score_gemma":0.0004261731,"domain_scores_codex":[0.999013,0.0001508119,0.0001926593,0.0003377704,0.0001488077,0.0001569598],"domain_scores_gemma":[0.9994422,0.0001138131,0.00007258823,0.0002696478,0.00007074954,0.0000309783],"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":[0.00118042,0.0001138737,0.007505829,0.00003815258,0.01358526,0.00009811728,0.002668553,0.007041772,0.9365619,0.002322851,0.0004437307,0.02843951],"study_design_scores_gemma":[0.0007681702,0.0003875688,0.008110108,0.00008621596,0.003338351,0.0000126961,0.001067538,0.01245195,0.9026001,0.001239633,0.06947096,0.0004667016],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960638,0.001290117,0.00006442616,0.0009487753,0.0001926735,0.00009772665,0.00002987139,0.0000878737,0.001224682],"genre_scores_gemma":[0.9991874,0.0000280892,0.00002949435,0.00009399313,0.000199512,0.000007345467,0.0002251797,0.00001528677,0.0002137149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06902724,"threshold_uncertainty_score":0.9935086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01814517012203686,"score_gpt":0.2329595513876515,"score_spread":0.2148143812656147,"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."}}