{"id":"W2610215044","doi":"10.1002/bit.26325","title":"Periodic harvesting of microalgae from calcium alginate hydrogels for sustained high‐density production","year":2017,"lang":"en","type":"article","venue":"Biotechnology and Bioengineering","topic":"Algal biology and biofuel production","field":"Energy","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Photobioreactor; Biomass (ecology); Calcium alginate; Calcium; Biofilm; Pulp and paper industry; Productivity; Bioreactor; Chemistry; Calcium carbonate; Penetration (warfare); Botany; Chemical engineering; Biophysics; Environmental science; Biology; Agronomy; 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":[0.0001180955,0.0003787986,0.0001837751,0.0002054772,0.000123738,0.0003278223,0.0001956769,0.0002377039,0.0006089549],"category_scores_gemma":[0.0001407483,0.0001578203,0.0002379284,0.0001761711,0.0001241139,0.0003224878,0.0003723463,0.000383824,0.0002371674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002836445,"about_ca_system_score_gemma":0.000153164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004293316,"about_ca_topic_score_gemma":0.00119059,"domain_scores_codex":[0.9999191,0.000005004703,0.00000673016,0.00001779213,0.00003411839,0.00001733775],"domain_scores_gemma":[0.9999049,0.000019144,0.00003194035,0.00001127757,0.00001506317,0.00001769143],"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":[0.000007578877,0.000004430089,0.00004515172,0.00001733875,0.000001740545,0.00001161391,0.000006356033,0.00007241246,0.9987671,0.00002247537,0.00002042581,0.001023255],"study_design_scores_gemma":[0.000003172345,0.00003380722,0.0007570356,0.000004299643,0.000006142325,0.00002747181,0.000009419349,0.001110152,0.9973199,0.00002147008,0.0007026355,0.000004471757],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979449,0.001557888,0.01618309,0.0001028355,0.0000561084,0.00003387474,0.0002581607,0.0001549646,0.00220395],"genre_scores_gemma":[0.9905905,0.0005826238,0.007346707,0.00003300792,0.000009126315,0.00003185048,0.0001200054,0.00002794349,0.00125835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006089549,"threshold_uncertainty_score":0.00205797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01497452071350786,"score_gpt":0.2295927816317316,"score_spread":0.2146182609182238,"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."}}