{"id":"W2586196326","doi":"10.1038/srep42003","title":"Algal Cell Response to Pulsed Waved Stimulation and Its Application to Increase Algal Lipid Production","year":2017,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Algal biology and biofuel production","field":"Energy","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Chlorella vulgaris; Algae; Bioreactor; Stimulation; Food science; Pulp and paper industry; Biomass (ecology); Biology; Chemistry; Botany; Ecology","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":[0.000137154,0.0002786886,0.0002046033,0.0001713451,0.0001199541,0.0002371995,0.0001482799,0.0002897884,0.0009081137],"category_scores_gemma":[0.0001265473,0.00009263845,0.0002369762,0.0002709621,0.0002047442,0.0001689935,0.0002818884,0.0003204458,0.00020781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001863219,"about_ca_system_score_gemma":0.0001337443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004376239,"about_ca_topic_score_gemma":0.000484823,"domain_scores_codex":[0.9998702,0.0000173592,0.000009342286,0.00003049143,0.00005537775,0.0000172817],"domain_scores_gemma":[0.9998966,0.00003333638,0.00001886205,0.00001086308,0.00002365498,0.00001667087],"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":[0.00002031383,0.000004953629,0.0001380271,0.00001831605,0.000001095761,0.00001211984,0.000006909047,0.00002880036,0.9990061,0.000007737323,0.000007514068,0.0007481299],"study_design_scores_gemma":[0.000004663752,0.0002523054,0.005356004,0.000002931934,0.000007122334,0.00006184501,0.00003412459,0.0004465638,0.9932384,0.00002686293,0.0005639826,0.00000513373],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919934,0.001262011,0.005016112,0.0001376385,0.00003003542,0.00002137687,0.0002515747,0.00003632894,0.001251521],"genre_scores_gemma":[0.9930853,0.001011061,0.004486735,0.0000722349,0.0000121723,0.0000332255,0.000241021,0.00001157242,0.001046761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009081137,"threshold_uncertainty_score":0.00303793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0145609638010037,"score_gpt":0.2606049938981995,"score_spread":0.2460440300971958,"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."}}