{"id":"W3097750485","doi":"10.4236/ajps.2020.1110118","title":"Diatoms’ Breakthroughs in Biotechnology: &amp;lt;i&amp;gt;Phaeodactylum tricornutum&amp;lt;/i&amp;gt; as a Model for Producing High-Added Value Molecules","year":2020,"lang":"en","type":"article","venue":"American Journal of Plant Sciences","topic":"Algal biology and biofuel production","field":"Energy","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Phaeodactylum tricornutum; Nutraceutical; Diatom; Biology; Metabolic engineering; Biochemistry; Botany; Gene","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002208377,0.0004759798,0.0003911576,0.0003577551,0.0002311575,0.0009881387,0.0002445553,0.0004927431,0.002193902],"category_scores_gemma":[0.0001593995,0.0002083983,0.0003331184,0.0006279238,0.0002990949,0.0007744045,0.000508066,0.001533393,0.001600778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005427279,"about_ca_system_score_gemma":0.00038354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007486495,"about_ca_topic_score_gemma":0.001174095,"domain_scores_codex":[0.9998612,0.0000143307,0.00001401265,0.00003500015,0.0000587114,0.00001660464],"domain_scores_gemma":[0.9999404,0.00001237411,0.00001305907,0.000004619591,0.00001514573,0.00001439331],"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":[0.0001619684,0.00005967522,0.0003287405,0.00381186,0.00004290022,0.000440049,0.0001073393,0.0007731291,0.8563537,0.009669194,0.006299424,0.121952],"study_design_scores_gemma":[0.00002285215,0.0002776302,0.001325719,0.000289747,0.00008719102,0.000916054,0.00007897738,0.001113494,0.403739,0.002493879,0.5896075,0.00004796049],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1174361,0.7162709,0.05995384,0.006991521,0.00269466,0.0001716275,0.003312114,0.001304066,0.09186521],"genre_scores_gemma":[0.4054643,0.5006524,0.04401379,0.002681711,0.0005166783,0.0001699686,0.003180007,0.0003342235,0.04298692],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002193902,"threshold_uncertainty_score":0.007339299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03829824946828331,"score_gpt":0.270945179354567,"score_spread":0.2326469298862837,"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."}}