{"id":"W4408093203","doi":"10.1016/j.biortech.2025.132336","title":"Multifactorial interaction and influence of culture conditions on yellow fluorescent protein production in Phaeodactylum tricornutum","year":2025,"lang":"en","type":"article","venue":"Bioresource Technology","topic":"Algal biology and biofuel production","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs; Université du Québec à Trois-Rivières","keywords":"Phaeodactylum tricornutum; Green fluorescent protein; Heterologous; Yellow fluorescent protein; Recombinant DNA; Fluorescence; Biology; Biochemistry; Proteasome; Cell biology; Protein biosynthesis; Biophysics; Chemistry; Diatom; Botany; Gene","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002443763,0.0004757572,0.000424868,0.0001846308,0.0001350253,0.0004384255,0.0002624279,0.0003444965,0.0002637071],"category_scores_gemma":[0.0005021314,0.0002068841,0.0005500186,0.0002031376,0.0001295719,0.000228147,0.000282853,0.0003138746,0.00007665245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008896395,"about_ca_system_score_gemma":0.0003896551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008833341,"about_ca_topic_score_gemma":0.00528498,"domain_scores_codex":[0.999856,0.00002554725,0.00001024392,0.00004586089,0.00004053939,0.00002179783],"domain_scores_gemma":[0.9997901,0.0001155524,0.00004568231,0.00001102185,0.0000269913,0.00001076127],"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":[0.0001987512,0.00008385388,0.006175944,0.0003383389,0.00007911689,0.0002166295,0.00005265509,0.08388864,0.9002888,0.0003912775,0.0001525906,0.008133392],"study_design_scores_gemma":[0.00002162225,0.0002863749,0.01935704,0.00001689548,0.0001176117,0.0001066257,0.00006247494,0.6856606,0.2933516,0.0002145543,0.0007579515,0.00004663969],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872525,0.0006172478,0.01095218,0.00007833245,0.00001136021,0.00001953927,0.0003166724,0.00006940135,0.0006826625],"genre_scores_gemma":[0.9969274,0.0004120219,0.0020313,0.00001360497,0.000001439025,0.00003000692,0.0001710519,0.000009599637,0.0004034299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008833341,"threshold_uncertainty_score":0.01756388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006834523291080577,"score_gpt":0.2510473173662197,"score_spread":0.2442127940751391,"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."}}