{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004425478,0.0006297718,0.0006575577,0.002069962,0.0003061354,0.0009872185,0.0004392141,0.0006944183,0.002028151],"category_scores_gemma":[0.0003353765,0.0002892866,0.0004994493,0.001798618,0.0004190295,0.001158123,0.00053855,0.001405442,0.0009217409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005307192,"about_ca_system_score_gemma":0.0006171462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009591471,"about_ca_topic_score_gemma":0.001874475,"domain_scores_codex":[0.9998199,0.00001879792,0.00002395968,0.00003692435,0.00008058424,0.00001983696],"domain_scores_gemma":[0.9998819,0.00005111257,0.00002016128,0.000005036999,0.00003064849,0.00001123432],"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":[0.00006421363,0.00009901954,0.0004271829,0.02140433,0.00007433583,0.0003753528,0.000159854,0.0007305735,0.03030011,0.01134282,0.007363828,0.9276584],"study_design_scores_gemma":[0.000007020942,0.0001251816,0.0007635583,0.001549761,0.00006901569,0.001057459,0.0000984196,0.0001407265,0.009561402,0.002294156,0.9843089,0.00002452841],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001010518,0.9947513,0.0007160094,0.000259,0.0001128057,0.000008446832,0.00004020285,0.0000118239,0.003089959],"genre_scores_gemma":[0.003307334,0.9947936,0.0007674639,0.0001063466,0.00005064315,0.000009291334,0.00004354867,0.000002386278,0.0009194432],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002069962,"threshold_uncertainty_score":0.006784797,"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."}}