{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001248409,0.0001545723,0.0002105999,0.0006403896,0.00008604473,0.000006422305,0.0001265465,0.0004749939,0.0000116494],"category_scores_gemma":[0.000551607,0.0001316148,0.00003252222,0.0007370975,0.0003944783,0.00008548944,0.00006179978,0.0004059155,0.00001200774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000966445,"about_ca_system_score_gemma":0.00002364601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002052246,"about_ca_topic_score_gemma":0.0001151511,"domain_scores_codex":[0.9989528,0.00007605257,0.0002983325,0.0004134672,0.0000723967,0.0001869337],"domain_scores_gemma":[0.9994575,0.00001692672,0.0001429411,0.0002667838,0.0000970709,0.00001871318],"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":[0.0005741229,0.0003009433,0.01075624,0.00006511895,0.00003673364,0.000003178,0.000210671,0.0003240465,0.9663697,0.007744141,0.0003311176,0.01328394],"study_design_scores_gemma":[0.0009752888,0.0004066641,0.02613124,0.0002170928,0.00002290034,0.00001203001,0.000486397,0.00003565692,0.9391517,0.005586893,0.02678731,0.0001868217],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967908,0.0001057662,0.000005916685,0.001585303,0.0004615872,0.0004812132,0.00000569896,0.0001673769,0.0003963175],"genre_scores_gemma":[0.9991308,0.00002862188,0.0001060382,0.00003436318,0.0001113008,0.00008359185,0.00002322292,0.000007078569,0.000474986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02721804,"threshold_uncertainty_score":0.5367097,"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."}}