{"id":"W2565585402","doi":"10.3390/md14120225","title":"Algal Cell Factories: Approaches, Applications, and Potentials","year":2016,"lang":"en","type":"review","venue":"Marine Drugs","topic":"Algal biology and biofuel production","field":"Energy","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"York University; New York University Abu Dhabi","keywords":"Computational biology; Biochemical engineering; Cell; Chemistry; Biology; Computer science; Nanotechnology; Engineering; Biochemistry; Materials science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001915941,0.0003737701,0.0008077648,0.00009146755,0.000127672,0.00003127328,0.0002327663,0.0005063599,0.0004555202],"category_scores_gemma":[0.00001842208,0.0002396436,0.0001783617,0.000139452,0.0001362256,0.00006400634,0.0003099638,0.0002603182,0.0005527178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005787409,"about_ca_system_score_gemma":0.00006455564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001270303,"about_ca_topic_score_gemma":0.000006443062,"domain_scores_codex":[0.9984502,0.0001505383,0.000413914,0.0006257418,0.0001015356,0.0002581319],"domain_scores_gemma":[0.9990666,0.00008246093,0.0002753872,0.0004737081,0.00002743322,0.00007441588],"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":[0.000003972445,0.0000282963,0.00000624381,0.003403324,0.0000676112,6.743502e-7,0.00001270663,1.553799e-8,0.000001605835,0.004005693,0.0004620843,0.9920078],"study_design_scores_gemma":[0.00009922667,0.00001656363,0.000004725488,0.0002051092,0.0002052667,0.00001725435,0.00001031531,1.592875e-7,0.00001658924,0.001676277,0.9974398,0.0003086934],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001489757,0.9642126,0.000150252,0.00005961945,0.0002578897,0.0005799194,0.00005559387,0.000107189,0.03457546],"genre_scores_gemma":[0.00006462217,0.9835052,0.0001917968,0.00001973194,0.001075012,0.0003116105,0.0009732052,0.00004171181,0.01381709],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9969777,"threshold_uncertainty_score":0.9772384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03289060165510464,"score_gpt":0.2601885685330827,"score_spread":0.227297966877978,"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."}}