{"id":"W3151442697","doi":"","title":"Scale-up for the production of astaxanthin from Haematococcus pluvialis Flotow in vertical photobioreactors","year":2011,"lang":"en","type":"article","venue":"Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT)","topic":"Algal biology and biofuel production","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Haematococcus pluvialis; Photobioreactor; Astaxanthin; Scale (ratio); Pluvialis; Environmental science; Production (economics); Food science; Biology; Biofuel; Geography; Biotechnology; Carotenoid; Economics; Cartography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003264921,0.0007939818,0.0004341257,0.0003090963,0.0003503514,0.0007818022,0.000305958,0.0004512728,0.001134063],"category_scores_gemma":[0.0001796446,0.0002685814,0.0006526476,0.0003470591,0.0002183826,0.0004851729,0.0007361626,0.0009174633,0.0008743393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004679856,"about_ca_system_score_gemma":0.000469488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002576306,"about_ca_topic_score_gemma":0.003445318,"domain_scores_codex":[0.9997812,0.00002027486,0.00002007415,0.0000483056,0.00007483766,0.00005539817],"domain_scores_gemma":[0.999909,0.00001737231,0.00001419726,0.00001702576,0.00002034199,0.00002194511],"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":[0.00003130497,0.00005572966,0.00010895,0.00002283131,0.000004555465,0.00002095834,0.00001341238,0.00006916308,0.9980451,0.00001726073,0.00002260035,0.001588181],"study_design_scores_gemma":[0.00002004241,0.0004472297,0.003443168,0.00001187252,0.00003278795,0.00006297799,0.00006841394,0.0004758607,0.9936644,0.00003637726,0.001728874,0.000008057477],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911348,0.0006511848,0.005580255,0.0001455797,0.00006753648,0.0002112149,0.0005968022,0.0001032679,0.001509442],"genre_scores_gemma":[0.9733675,0.001415367,0.01455015,0.00007720764,0.00001347343,0.000184323,0.002643726,0.00006703784,0.007681355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002576306,"threshold_uncertainty_score":0.005122602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08594356651744568,"score_gpt":0.3543631491906101,"score_spread":0.2684195826731644,"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."}}