{"id":"W4411657662","doi":"10.51847/2xpkljb","title":"10.51847/2XpklJB","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Algal biology and biofuel production","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Photobioreactor; Airlift; Loop (graph theory); Sparging; Flow (mathematics); Mechanics; Backflow; Physics; Environmental science; Chemistry; Botany; Biology; Bioreactor; Mathematics; Ecology; Biomass (ecology); Engineering; Mechanical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004397196,0.001278832,0.0005059125,0.002051515,0.0008268827,0.002425033,0.001098648,0.002215852,0.940961],"category_scores_gemma":[0.0007716608,0.0004601433,0.0005641247,0.001538664,0.0006393029,0.001404735,0.001974897,0.001046739,0.9408156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005593158,"about_ca_system_score_gemma":0.0004189027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002075163,"about_ca_topic_score_gemma":0.001614898,"domain_scores_codex":[0.9996861,0.00002901903,0.00002099076,0.0000876014,0.0001211215,0.00005518232],"domain_scores_gemma":[0.9994405,0.0001082871,0.00003470641,0.0001221087,0.0001811339,0.0001133797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002551767,0.0003232374,0.001405421,0.0004257691,0.00003143803,0.0004403944,0.000107489,0.001456651,0.01831497,0.01034931,0.2623,0.7045901],"study_design_scores_gemma":[0.00005157973,0.00004888973,0.001131487,0.0001382308,0.00001188399,0.000486616,0.00006244178,0.002776772,0.003277482,0.001724604,0.9902672,0.00002287146],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00360658,0.0006588821,0.01662059,0.0009611138,0.001081458,0.0001541143,0.002254644,0.006977634,0.9676849],"genre_scores_gemma":[0.006383747,0.0002375364,0.004644764,0.0003166993,0.0000960197,0.00008469346,0.00195717,0.0006946936,0.9855847],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.059039,"threshold_uncertainty_score":0.08421189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007111242296038154,"score_gpt":0.1829957403564043,"score_spread":0.1758844980603661,"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."}}