{"id":"W2786712890","doi":"10.4491/eer.2017.220","title":"Valuable bioproducts obtained from microalgal biomass and their commercial applications: A review","year":2018,"lang":"en","type":"review","venue":"Environmental Engineering Research","topic":"Algal biology and biofuel production","field":"Energy","cited_by":245,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Bioproducts; Biomass (ecology); Biofuel; Raw material; Value added; Wastewater; Bioenergy; Environmental science; Biotechnology; Biochemical engineering; Nutraceutical; Sewage treatment; Pulp and paper industry; Waste management; Environmental engineering; Engineering; Biology; Food science; 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":[0.0004198788,0.0009997598,0.001060758,0.003469535,0.0003869608,0.001167148,0.0006128271,0.0007803161,0.004486757],"category_scores_gemma":[0.0005528714,0.0003734713,0.000693055,0.0041402,0.0002848496,0.001350317,0.0005821119,0.001047671,0.001996593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003990924,"about_ca_system_score_gemma":0.0009508718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000841157,"about_ca_topic_score_gemma":0.001500541,"domain_scores_codex":[0.9997923,0.00001703766,0.00003305818,0.00004146068,0.0000950211,0.00002125654],"domain_scores_gemma":[0.9997085,0.0001205876,0.00005608722,0.00001029624,0.00008274731,0.00002179314],"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":[0.0000658237,0.0001493123,0.000328839,0.05109187,0.0001258575,0.0004597001,0.0001260305,0.0006276573,0.01306607,0.004548311,0.01505583,0.9143547],"study_design_scores_gemma":[0.000005225362,0.00009701253,0.0007004677,0.003631253,0.000118153,0.0009300568,0.00009189991,0.00008369984,0.00359684,0.001197882,0.9895237,0.0000238124],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006212798,0.9962966,0.0003339918,0.0001586424,0.0001682107,0.000009555623,0.00006711949,0.00001105136,0.002333584],"genre_scores_gemma":[0.001718054,0.9964838,0.0004476799,0.00008843726,0.0000624279,0.000008735538,0.00007471693,0.000002735923,0.001113304],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004486757,"threshold_uncertainty_score":0.01500976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05605479395574189,"score_gpt":0.3196151118364845,"score_spread":0.2635603178807426,"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."}}