{"id":"W1552159939","doi":"10.51847/fjyi2wc","title":"10.51847/fjYI2wC","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Algal biology and biofuel production","field":"Energy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Photobioreactor; Hydrogenase; Hydrogen production; Photosynthesis; Synechocystis; Cyanobacteria; Hydrogen; Chemistry; Biochemistry; Food science; Strain (injury); Volume (thermodynamics); Bacteria; Biology; Enzyme; Catalysis; Organic chemistry; Biomass (ecology); Ecology","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":[0.0006014538,0.001799528,0.0008280345,0.002733405,0.00110841,0.002765062,0.001475249,0.002820688,0.9614589],"category_scores_gemma":[0.0007740968,0.0006277302,0.0009213164,0.002061583,0.0007749113,0.001904821,0.002362998,0.001458252,0.9700398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007164505,"about_ca_system_score_gemma":0.0006490317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00239488,"about_ca_topic_score_gemma":0.002089361,"domain_scores_codex":[0.9996138,0.00001837869,0.00002776362,0.0001254707,0.0001266486,0.00008794277],"domain_scores_gemma":[0.999123,0.00009496103,0.00004802057,0.0001877413,0.0002444507,0.0003018655],"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":[0.0003400021,0.000474676,0.001183544,0.0004065704,0.00003898651,0.0003645506,0.0001220586,0.0004096869,0.0224764,0.004533567,0.2080746,0.7615753],"study_design_scores_gemma":[0.00005777691,0.00006918579,0.002172876,0.0001242665,0.00001872289,0.0004575126,0.0000672498,0.0004391049,0.002839918,0.001096429,0.9926357,0.00002128451],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003659902,0.0008721814,0.005656966,0.0009896825,0.001122316,0.0001787061,0.004127621,0.005298409,0.9780942],"genre_scores_gemma":[0.003711835,0.0001996616,0.001573434,0.0003056478,0.00008573916,0.00006503634,0.003263157,0.0005798523,0.9902157],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03854108,"threshold_uncertainty_score":0.05497408,"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."}}