{"id":"W2098919457","doi":"10.18331/brj2015.1.4.1","title":"The potential of using wastewater for microalgal propagation","year":2014,"lang":"en","type":"article","venue":"Biofuel Research Journal","topic":"Algal biology and biofuel production","field":"Energy","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Wastewater; Environmental science; Biochemical engineering; Pulp and paper industry; Environmental engineering; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004444362,0.00007752353,0.0001031066,0.0001156846,0.001015906,0.00008911567,0.0002574301,0.0001216661,0.00003795255],"category_scores_gemma":[0.0007035123,0.0000433799,0.00009343359,0.0001395642,0.0003717517,0.0001186505,0.00006204506,0.0003818903,0.00001636338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005906676,"about_ca_system_score_gemma":0.0001075806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004984852,"about_ca_topic_score_gemma":0.00001437348,"domain_scores_codex":[0.9982486,0.0005552464,0.0002889796,0.0001518204,0.0003338519,0.0004215388],"domain_scores_gemma":[0.9987735,0.0001459064,0.0001271106,0.0001649863,0.0007180129,0.00007046726],"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":[0.000581113,0.00003755748,0.0003165137,0.00003498143,0.00004156958,0.000001048312,0.00004485031,0.00006691123,0.9468178,0.003135811,0.0005724915,0.04834933],"study_design_scores_gemma":[0.001562842,0.001093014,0.002617665,0.00006819098,0.0000370476,0.0004621666,0.0005094114,0.007055992,0.7694502,0.09366976,0.1232341,0.0002395835],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923173,0.0004998529,0.003922711,0.001683997,0.0008221731,0.0002674496,0.000003781908,0.00001160219,0.0004711911],"genre_scores_gemma":[0.9961275,0.0000964685,0.001420887,0.00001196451,0.0016775,0.000006931765,0.000005803321,0.00001166958,0.0006412484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1773676,"threshold_uncertainty_score":0.7813632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05758596595445224,"score_gpt":0.3393343480086886,"score_spread":0.2817483820542363,"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."}}