{"id":"W4406932800","doi":"10.3390/biotech14010006","title":"Aromatic Amino Acids: Exploring Microalgae as a Potential Biofactory","year":2025,"lang":"en","type":"review","venue":"BioTech","topic":"Algal biology and biofuel production","field":"Energy","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Université du Québec à Trois-Rivières","keywords":"Chlamydomonas reinhardtii; Phaeodactylum tricornutum; Metabolic engineering; Biosynthesis; Biochemistry; Aromatic amino acids; Synthetic biology; Amino acid; Biology; Metabolic pathway; Chlamydomonas; Nutraceutical; Metabolism; Computational biology; Gene; Botany; Algae","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002268625,0.0005675616,0.001193717,0.0003999914,0.0001892207,0.0000459453,0.0005013818,0.001415671,0.0002578816],"category_scores_gemma":[0.0001588177,0.0004456372,0.0005815179,0.0004898891,0.0001335886,0.0001103594,0.0002148748,0.0007573308,0.001924262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001797113,"about_ca_system_score_gemma":0.0002621902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002111232,"about_ca_topic_score_gemma":0.000007109144,"domain_scores_codex":[0.9977626,0.0002450613,0.0006207212,0.0007850554,0.0001550785,0.0004315179],"domain_scores_gemma":[0.9988309,0.00007084904,0.0002873502,0.0007081061,0.00002847534,0.00007435794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008438349,0.00004260895,7.417067e-7,0.008760776,0.0002214872,0.00002485115,0.00001544331,1.623025e-7,0.0002877873,0.0002371229,0.000452574,0.989948],"study_design_scores_gemma":[0.00009160065,0.00005863796,0.000006342791,0.005082435,0.0005560442,0.00008603646,0.00001966535,4.15501e-7,0.0007759814,0.0003006187,0.9925466,0.0004756301],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001319146,0.9938711,0.00003830913,0.00006094224,0.002728829,0.0004825606,0.00002771463,0.0003574911,0.002301138],"genre_scores_gemma":[0.0001668265,0.993596,0.0002279953,0.00005234872,0.0008778943,0.0001636185,0.0003457765,0.00004528222,0.004524312],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.992094,"threshold_uncertainty_score":0.9998807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05637855251468357,"score_gpt":0.2925878995742916,"score_spread":0.236209347059608,"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."}}