{"id":"W3015869341","doi":"10.3390/app10072531","title":"Red Light Variation an Effective Alternative to Regulate Biomass and Lipid Profiles in Phaeodactylum tricornutum","year":2020,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Algal biology and biofuel production","field":"Energy","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Université du Québec à Trois-Rivières","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Phaeodactylum tricornutum; Polyunsaturated fatty acid; Photoinhibition; Photosynthesis; Diatom; Lipid metabolism; Food science; Biomass (ecology); Chemistry; Photobioreactor; Fucoxanthin; Autotroph; Biology; Botany; Fatty acid; Biochemistry; Algae; Photosystem II; Ecology; Bacteria","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004335058,0.0001096688,0.0001407237,0.0001051912,0.0001617541,0.00003815937,0.0001616728,0.00007505625,0.00001813407],"category_scores_gemma":[0.00007712594,0.00008345035,0.00001260605,0.0007328006,0.0001479448,0.0002072601,0.00005858611,0.00007818008,0.00002691795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002523563,"about_ca_system_score_gemma":0.00001602605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001906722,"about_ca_topic_score_gemma":0.00007275874,"domain_scores_codex":[0.998899,0.00009975341,0.0001474555,0.0005407674,0.0001259639,0.0001870656],"domain_scores_gemma":[0.9996948,0.00004522275,0.00007382413,0.00008008373,0.00002422445,0.00008188774],"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":[0.0003114521,0.0000481327,0.002006938,0.00001449116,0.00001317735,0.000002113807,0.004426096,0.0002633653,0.9646516,0.01026669,0.00008605855,0.01790986],"study_design_scores_gemma":[0.00100682,0.001312943,0.1534529,0.00001611688,0.0000172941,0.000004503103,0.0006963369,0.003887913,0.8127949,0.0211555,0.005210928,0.0004438837],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889434,0.00002639779,0.0003161812,0.005237322,0.0002116833,0.0004809554,0.000002258389,0.00006377305,0.00471804],"genre_scores_gemma":[0.9984407,0.000003856704,0.0007684199,0.000327192,0.0003521788,0.00007025407,0.000008744697,0.000004454796,0.00002413995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1518568,"threshold_uncertainty_score":0.3403007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01693791886405607,"score_gpt":0.2478023961890319,"score_spread":0.2308644773249758,"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."}}