{"id":"W4366503164","doi":"10.1016/j.engmic.2023.100088","title":"Microbial Technology for Biosustainability","year":2023,"lang":"en","type":"editorial","venue":"Engineering Microbiology","topic":"Algal biology and biofuel production","field":"Energy","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakehead University","funders":"","keywords":"Environmental science","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":[0.0074982,0.004878801,0.00320825,0.003139905,0.003120608,0.008397271,0.004664237,0.02730826,0.01348557],"category_scores_gemma":[0.01578439,0.001521276,0.002924331,0.001470463,0.002978994,0.005775839,0.002388076,0.02424219,0.008711582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004265791,"about_ca_system_score_gemma":0.003446581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002234625,"about_ca_topic_score_gemma":0.005551989,"domain_scores_codex":[0.9940054,0.0008773659,0.0006117331,0.0005803989,0.003505102,0.0004200418],"domain_scores_gemma":[0.9874976,0.005232944,0.0008453649,0.0004349294,0.004289873,0.001699295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004420181,0.00001817069,0.00001128246,0.0003847807,0.00002876642,0.0000971015,0.00001145784,0.00003029732,0.0002453066,0.0006214519,0.9897211,0.008785937],"study_design_scores_gemma":[0.00005616519,0.00004285358,0.0001049308,0.000311662,0.00004525745,0.0001032631,0.0000155754,0.0001287516,0.0002245712,0.00145493,0.9974959,0.0000161221],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002764153,0.01856112,0.0001436195,0.0200508,0.9593839,0.00001492855,0.00002473092,0.00003854643,0.001754798],"genre_scores_gemma":[0.00070278,0.01624049,0.0001903687,0.02614018,0.942215,0.00002583602,0.00003277196,0.00004963783,0.01440289],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02730826,"threshold_uncertainty_score":0.04511374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004325086919185601,"score_gpt":0.2152087688567197,"score_spread":0.2108836819375341,"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."}}