{"id":"W4411657814","doi":"10.51847/iagep5d","title":"10.51847/iAgep5D","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Algal biology and biofuel production","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biodiesel; Extraction (chemistry); Pulp and paper industry; Environmental science; Biofuel; Chemistry; Waste management; Chromatography; Engineering; Biochemistry; 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":[0.00048765,0.001353909,0.0005743366,0.002415281,0.001033184,0.003009742,0.001238367,0.002884948,0.9364006],"category_scores_gemma":[0.00080649,0.0004320742,0.0005983086,0.002148824,0.000780488,0.001761937,0.002334908,0.001335625,0.9558743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001059425,"about_ca_system_score_gemma":0.0005005837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002080235,"about_ca_topic_score_gemma":0.001380994,"domain_scores_codex":[0.9996539,0.0000258932,0.00002291247,0.000120113,0.0001079431,0.00006920609],"domain_scores_gemma":[0.999315,0.00009135209,0.00003179706,0.0001856062,0.0002281548,0.0001480417],"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":[0.0003061024,0.00024496,0.001133018,0.0003168902,0.00002385623,0.0003015131,0.00007089518,0.0006321688,0.006273095,0.007877706,0.2694077,0.7134121],"study_design_scores_gemma":[0.00003525432,0.00003297727,0.000679995,0.00009820934,0.000007545839,0.0003166824,0.00003922681,0.0004506311,0.001297172,0.001011305,0.9960193,0.00001178806],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001982947,0.0007602768,0.003842536,0.0007589359,0.0006848971,0.0000996057,0.00232015,0.003166464,0.9863841],"genre_scores_gemma":[0.007426798,0.0004386226,0.002678937,0.0004413079,0.0001176343,0.00006609226,0.002901297,0.000439424,0.9854898],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06359941,"threshold_uncertainty_score":0.09071684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007099610284621199,"score_gpt":0.1834085809177392,"score_spread":0.176308970633118,"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."}}