{"id":"W2922252555","doi":"10.1016/j.algal.2019.101470","title":"Evidence of the production of galactooligosaccharide from whey permeate by the microalgae Tetradesmus obliquus","year":2019,"lang":"en","type":"article","venue":"Algal Research","topic":"Algal biology and biofuel production","field":"Energy","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Université du Québec à Rimouski","funders":"Ministère de l'Agriculture, des Pêcheries et de l'Alimentation","keywords":"Lactose; Chemistry; Galactose; Food science; Biomass (ecology); Hydrolysis; Sucrose; Yield (engineering); Biochemistry; Biology; Agronomy","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":[0.0001698799,0.0004631988,0.0001313493,0.0004446672,0.0002876694,0.0003274906,0.0002045342,0.0004147611,0.0008090239],"category_scores_gemma":[0.0002579319,0.0001776948,0.000236307,0.0003121384,0.0004579677,0.0003351354,0.0005896979,0.0003531055,0.0002434981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00024117,"about_ca_system_score_gemma":0.0003263664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002171374,"about_ca_topic_score_gemma":0.001976085,"domain_scores_codex":[0.9998796,0.00001560006,0.00001173742,0.00002193107,0.00004127107,0.00002994262],"domain_scores_gemma":[0.9997875,0.00005927024,0.0000408676,0.00003316244,0.00004195893,0.00003727064],"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":[0.0001114157,0.00001034264,0.00119149,0.00004273637,0.00000461728,0.0001360903,0.00002955123,0.00002315644,0.9976482,0.00006905577,0.00001705404,0.0007163204],"study_design_scores_gemma":[0.00001882228,0.000381516,0.05119829,0.00001568851,0.00003803373,0.0006942515,0.0002780879,0.00019302,0.9453413,0.0001741864,0.001658168,0.000008719191],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967349,0.0007079554,0.0004259572,0.0001317509,0.00001286871,0.000008311079,0.0002935854,0.00001183143,0.001672752],"genre_scores_gemma":[0.9974669,0.0004527532,0.0004182429,0.00003017461,0.000003984304,0.000006670919,0.0004997744,0.000005206865,0.001116262],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002171374,"threshold_uncertainty_score":0.004317522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0661421231614142,"score_gpt":0.3242010660965211,"score_spread":0.2580589429351069,"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."}}