{"id":"W4409644799","doi":"10.1016/j.biortech.2025.132566","title":"Unveiling the factors shaping variability in biomass productivity: Meta-analysis of outdoor pilot-scale microalgal cultures","year":2025,"lang":"en","type":"review","venue":"Bioresource Technology","topic":"Algal biology and biofuel production","field":"Energy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; HORIZON EUROPE Framework Programme; Canada First Research Excellence Fund; European Commission; European Climate, Infrastructure and Environment Executive Agency","keywords":"Biomass (ecology); Productivity; Scale (ratio); Environmental science; Bioenergy; Biofuel; Environmental engineering; Biotechnology; Biology; Agronomy; Geography; Economics; Economic growth","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":[0.005258816,0.001965353,0.005671817,0.003621976,0.0002368659,0.002142631,0.001065258,0.0008781579,0.001086542],"category_scores_gemma":[0.007061899,0.0005673625,0.008043583,0.005452315,0.0003093592,0.0009235166,0.0009438329,0.0007508354,0.0001969646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009036215,"about_ca_system_score_gemma":0.002346447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003058097,"about_ca_topic_score_gemma":0.005720011,"domain_scores_codex":[0.9989011,0.0005230773,0.0001816486,0.0002234477,0.0001243146,0.00004637601],"domain_scores_gemma":[0.9942402,0.004305572,0.0007497288,0.0002479623,0.00036046,0.00009609541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001783277,0.0002443439,0.01960498,0.3054979,0.2039365,0.0005799072,0.0003053781,0.01434337,0.01079023,0.001518571,0.00394718,0.4374484],"study_design_scores_gemma":[0.000442735,0.002055161,0.09024882,0.04001973,0.7403166,0.001054908,0.0006070852,0.01028885,0.009465104,0.007023937,0.09810492,0.0003721505],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01096796,0.9847307,0.002639774,0.0003027049,0.00005996675,0.0000429591,0.0008477933,0.00006507411,0.0003430432],"genre_scores_gemma":[0.1475797,0.8409653,0.008238175,0.0005181486,0.00008212045,0.0001450208,0.001981095,0.00005920987,0.0004311385],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005671817,"threshold_uncertainty_score":0.02781159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0894800517047132,"score_gpt":0.3312976000505731,"score_spread":0.2418175483458599,"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."}}