{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002581275,0.0005624525,0.0007770631,0.001968802,0.0002534455,0.0008813332,0.0004369969,0.000817757,0.004020255],"category_scores_gemma":[0.0002570824,0.0002448824,0.0004269362,0.001988661,0.0002317344,0.001042372,0.0005485485,0.001077623,0.001986884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004068199,"about_ca_system_score_gemma":0.0006300855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009081002,"about_ca_topic_score_gemma":0.001777324,"domain_scores_codex":[0.999902,0.00001185636,0.00001068439,0.00002102153,0.00004065392,0.00001373241],"domain_scores_gemma":[0.9998949,0.00004347818,0.0000159844,0.000003662436,0.00002837564,0.00001369545],"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":[0.00007965844,0.00007912292,0.000248112,0.02066729,0.0000944589,0.0003460753,0.00007486287,0.0004685529,0.009493743,0.007075431,0.01690953,0.9444631],"study_design_scores_gemma":[0.000006698343,0.00007877849,0.000529175,0.001536458,0.00007819972,0.0005705547,0.00004675815,0.00009509961,0.001409937,0.001463815,0.9941731,0.00001134119],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003742505,0.9966899,0.0002042422,0.0001907869,0.0001437949,0.000003493927,0.00002462523,0.000008372314,0.002360614],"genre_scores_gemma":[0.001779831,0.9967431,0.0002285566,0.0001509351,0.00007100138,0.000004219974,0.00004499473,0.000001696644,0.0009755579],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004020255,"threshold_uncertainty_score":0.01344907,"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."}}