{"id":"W4410081411","doi":"10.3390/biomass5020026","title":"Valorization of Algal Biomass to Biofuel: A Review","year":2025,"lang":"en","type":"review","venue":"Biomass","topic":"Algal biology and biofuel production","field":"Energy","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Biomass (ecology); Biofuel; Environmental science; Bioenergy; Algae fuel; Ecology; Biology; Biodiesel","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":[0.0005122842,0.0009519382,0.001160612,0.00279073,0.0003220221,0.001164237,0.0007256475,0.000842931,0.0040844],"category_scores_gemma":[0.0007862632,0.000367324,0.0006961364,0.00362859,0.000404371,0.001510714,0.000622243,0.001052843,0.00142841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004495586,"about_ca_system_score_gemma":0.001098503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009920718,"about_ca_topic_score_gemma":0.001714795,"domain_scores_codex":[0.9997891,0.00002502523,0.00003476583,0.00005070212,0.00007995641,0.00002042659],"domain_scores_gemma":[0.9995949,0.0002325655,0.0000656451,0.00001246462,0.00007143911,0.0000229157],"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":[0.00006904145,0.0001023227,0.0002491253,0.07911019,0.0001667771,0.0002738351,0.0001073344,0.0006616841,0.005151192,0.005671517,0.01872557,0.8897114],"study_design_scores_gemma":[0.000006632735,0.0001079245,0.0006126518,0.006838297,0.0001852488,0.0006546107,0.00006297623,0.00008227007,0.001437264,0.00137978,0.9886148,0.0000175817],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002136377,0.998325,0.0001465433,0.0001133139,0.0001333557,0.000005078433,0.00002650163,0.000006561548,0.001029894],"genre_scores_gemma":[0.0006620931,0.9987659,0.0001455381,0.00006149205,0.00004596963,0.000003951623,0.000024157,0.000001291716,0.000289645],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0040844,"threshold_uncertainty_score":0.01366371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0372360816251698,"score_gpt":0.3283032742151148,"score_spread":0.291067192589945,"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."}}