{"id":"W2169328111","doi":"10.51847/4fius9b","title":"10.51847/4fiUS9B","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Algal biology and biofuel production","field":"Energy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Strain (injury); Mutant; Synechocystis; Biochemistry; Lactate dehydrogenase; Hydrogenase; Dehydrogenase; Chemistry; Hydrogen production; Yield (engineering); Anaerobic exercise; Biology; Enzyme; Gene; Catalysis","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":[0.0006893858,0.001945398,0.0009235026,0.003550558,0.001497246,0.002791312,0.001904226,0.003255486,0.9631286],"category_scores_gemma":[0.0008802299,0.0007399656,0.0009744536,0.001972467,0.0009969762,0.001760243,0.002769526,0.001725928,0.9694408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00117665,"about_ca_system_score_gemma":0.0005720693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002097232,"about_ca_topic_score_gemma":0.0017949,"domain_scores_codex":[0.9995039,0.00002370812,0.00002554395,0.0001405169,0.0001943188,0.0001121359],"domain_scores_gemma":[0.9991276,0.00008230708,0.0000462293,0.0002032542,0.0002187788,0.0003218954],"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":[0.0003277996,0.0004746235,0.001134789,0.0003331024,0.00003171214,0.0003317485,0.00009561398,0.0004777126,0.02238558,0.006381324,0.2738892,0.6941368],"study_design_scores_gemma":[0.00003887589,0.0000566206,0.00142552,0.0001044191,0.000008561649,0.0003471831,0.00004098054,0.0005447339,0.003393752,0.001049424,0.9929705,0.00001938904],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003081164,0.0006723617,0.00625852,0.0009888384,0.001497386,0.000172873,0.005083569,0.008571394,0.9736738],"genre_scores_gemma":[0.003950791,0.0001396703,0.001976986,0.0002263128,0.0001040757,0.00006840625,0.003637187,0.0007560867,0.9891405],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03687143,"threshold_uncertainty_score":0.05259252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007113248140550857,"score_gpt":0.1830546706575694,"score_spread":0.1759414225170186,"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."}}