{"id":"W2789454293","doi":"10.1016/j.biotechadv.2018.03.001","title":"Effects of shear stress on microalgae – A review","year":2018,"lang":"en","type":"review","venue":"Biotechnology Advances","topic":"Algal biology and biofuel production","field":"Energy","cited_by":247,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Shear stress; Aeration; Shear rate; Shear (geology); Algae; Cyanobacteria; Biology; Botany; Ecology; Viscosity; Materials science; Composite material; Bacteria","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":[0.0004627299,0.0009298779,0.001346648,0.002177699,0.0002651357,0.001058455,0.0007211019,0.0009890449,0.003435398],"category_scores_gemma":[0.0009157852,0.0003097352,0.0006357593,0.002313877,0.000382312,0.001290068,0.0006723381,0.00112741,0.001093564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003016418,"about_ca_system_score_gemma":0.001042144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001045555,"about_ca_topic_score_gemma":0.002001526,"domain_scores_codex":[0.9998372,0.00001879634,0.00003166447,0.00003184718,0.0000644205,0.00001613283],"domain_scores_gemma":[0.9995067,0.0002630482,0.0000876054,0.00001157973,0.0001011076,0.00002996767],"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":[0.0001220308,0.00009479926,0.0003207027,0.03804769,0.0001642253,0.0002527913,0.00007210173,0.0003963418,0.003960559,0.001578512,0.02316396,0.9318263],"study_design_scores_gemma":[0.00002129828,0.0001890024,0.001437569,0.006986995,0.0004660647,0.001172495,0.000109493,0.0001196305,0.001511531,0.001438053,0.9865081,0.00003974836],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001289651,0.9989711,0.0000956669,0.0001412771,0.0001964324,0.000003095433,0.00001891573,0.000003928722,0.0004406282],"genre_scores_gemma":[0.0004424893,0.9989588,0.00009968345,0.00008957904,0.0001578656,0.000002786556,0.00001910805,8.084908e-7,0.0002288495],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003435398,"threshold_uncertainty_score":0.01149255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01522730804954969,"score_gpt":0.2974599553625143,"score_spread":0.2822326473129647,"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."}}