{"id":"W4353078590","doi":"10.1002/jctb.7378","title":"Input significance ranking of microalgae continuous culture models","year":2023,"lang":"en","type":"article","venue":"Journal of Chemical Technology & Biotechnology","topic":"Algal biology and biofuel production","field":"Energy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Universidad de La Sabana; Dalhousie University","keywords":"Photobioreactor; Sobol sequence; Ranking (information retrieval); Variance (accounting); Calibration; Computer science; Process (computing); Variable (mathematics); Sensitivity (control systems); Biochemical engineering; Identification (biology); Process engineering; Biomass (ecology); Mathematics; Statistics; Machine learning; Engineering; Ecology; Biology","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":[0.001927176,0.001055628,0.0007279147,0.0007828462,0.0002384144,0.001176544,0.0007395803,0.0006034744,0.001998228],"category_scores_gemma":[0.004788738,0.0002892794,0.001104141,0.0002994119,0.0003428045,0.0002666535,0.0007317038,0.0007167247,0.0001796968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006840041,"about_ca_system_score_gemma":0.0009267533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006103338,"about_ca_topic_score_gemma":0.002798909,"domain_scores_codex":[0.9993043,0.0003586391,0.00003291128,0.00008544501,0.0001250671,0.00009361067],"domain_scores_gemma":[0.9966097,0.002786697,0.0001636023,0.00009198919,0.0003052276,0.00004274746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006296128,0.00003802198,0.001182337,0.00005793073,0.00003719725,0.00002765699,0.00001290941,0.9882189,0.001038349,0.0007333771,0.00008288481,0.008507377],"study_design_scores_gemma":[0.000003158014,0.0000330135,0.0002784013,0.000003310097,0.000007869645,0.000002566115,0.000004900495,0.9989173,0.0004702244,0.0002381329,0.0000386098,0.000002369297],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4765631,0.0004088455,0.5164126,0.0002165619,0.00003923634,0.0001600785,0.0004215435,0.0007695031,0.005008465],"genre_scores_gemma":[0.9814066,0.00005756656,0.01761111,0.00001190352,0.000006935173,0.00007064626,0.0001976539,0.00002308457,0.0006145476],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006103338,"threshold_uncertainty_score":0.01213562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01211333617423832,"score_gpt":0.2354462741303883,"score_spread":0.2233329379561499,"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."}}