{"id":"W1981852891","doi":"10.1007/s10924-011-0351-z","title":"Production and Rheological Studies of Microalgal Extracellular Biopolymer from Lactose Using the Green Alga Neochloris oleoabundans","year":2011,"lang":"en","type":"article","venue":"Journal of environmental polymer degradation","topic":"Algal biology and biofuel production","field":"Energy","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Biopolymer; Lactose; Food science; Materials science; Sodium nitrate; Rheology; Strain (injury); Polymer; Biology; Composite material","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001883677,0.0002254408,0.0001123859,0.0001501319,0.0001146213,0.00029695,0.0001011293,0.0001512423,0.000307233],"category_scores_gemma":[0.0002809252,0.0001016255,0.0002181663,0.0001724663,0.0001848491,0.0002832823,0.0001828585,0.0002899264,0.0000944392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001811286,"about_ca_system_score_gemma":0.000118172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00101718,"about_ca_topic_score_gemma":0.0009785406,"domain_scores_codex":[0.999894,0.00001492964,0.00001209193,0.00001764924,0.00003625982,0.00002506253],"domain_scores_gemma":[0.9998667,0.00003105294,0.00003718069,0.00001414101,0.0000280398,0.00002287581],"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":[0.00002475675,0.00001152199,0.0002041788,0.000009038849,0.000001615213,0.00002004848,0.00001636273,0.00003197627,0.9993143,0.000009121408,0.000003395298,0.0003535277],"study_design_scores_gemma":[0.000004097707,0.0000960549,0.005702724,0.000002189712,0.000008008358,0.00003434733,0.00004685304,0.0002619308,0.993604,0.000007807529,0.0002282191,0.000003663065],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991135,0.0001640834,0.0003805666,0.00002238648,0.000004177456,0.000004725582,0.00006342452,0.000003961051,0.0002430717],"genre_scores_gemma":[0.9985581,0.0001503362,0.0006177649,0.00001153764,0.000002523834,0.000005129086,0.0001278758,0.000007028543,0.0005197015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00101718,"threshold_uncertainty_score":0.002022445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04985924364411728,"score_gpt":0.2435898407165359,"score_spread":0.1937305970724186,"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."}}