{"id":"W3130403092","doi":"10.3389/fmars.2021.636613","title":"Diatoms Biotechnology: Various Industrial Applications for a Greener Tomorrow","year":2021,"lang":"en","type":"article","venue":"Frontiers in Marine Science","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Canada Excellence Research Chairs, Government of Canada; Mitacs; Canada Research Chairs","keywords":"Diatom; Sustainability; Frustule; Nanotechnology; Biotechnology; Biochemical engineering; Industrial biotechnology; Business; Engineering; Biology; Ecology; Materials science","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":[0.0004222987,0.0005882092,0.0005514406,0.001102995,0.0005478635,0.001652132,0.0003375997,0.0008061174,0.005984155],"category_scores_gemma":[0.0002077165,0.0001692206,0.0004731076,0.001505319,0.0005894593,0.001574874,0.0008319693,0.00169964,0.002498005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001077625,"about_ca_system_score_gemma":0.001137497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001094744,"about_ca_topic_score_gemma":0.003109975,"domain_scores_codex":[0.9998088,0.00002023578,0.00001490659,0.00004198493,0.00008640493,0.00002763274],"domain_scores_gemma":[0.9998962,0.00002075848,0.0000131052,0.000007164928,0.00003729887,0.00002545234],"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":[0.00015952,0.00007673787,0.0008637852,0.007190273,0.00005336062,0.00048303,0.0003597024,0.0003451639,0.09734383,0.0336437,0.03877561,0.8207053],"study_design_scores_gemma":[0.000005487544,0.00005994664,0.000697125,0.000538784,0.00002565416,0.0003041724,0.0001677373,0.00005441894,0.008639984,0.004628309,0.9848625,0.00001575583],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004825419,0.946529,0.003117384,0.01041927,0.001795271,0.00002366636,0.0002275057,0.0001049643,0.03295741],"genre_scores_gemma":[0.02391397,0.9455576,0.005474596,0.003945085,0.0005764355,0.00002218744,0.0002888426,0.0000349945,0.02018626],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005984155,"threshold_uncertainty_score":0.02001899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01900411819457111,"score_gpt":0.2748083557258768,"score_spread":0.2558042375313057,"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."}}