{"id":"W2473894152","doi":"10.51847/gfenffu","title":"10.51847/GfeNfFU","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Algal biology and biofuel production","field":"Energy","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Indian Council for Cultural Relations","keywords":"Biomass (ecology); Renewable energy; Environmental science; Biofuel; Bioenergy; Sewage treatment; Wastewater; Environmental engineering; Ecology; Waste management; Engineering; Biology","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":[0.0003705042,0.001116812,0.0005274553,0.001873391,0.0008989153,0.001595132,0.001046204,0.002580717,0.89784],"category_scores_gemma":[0.0009016693,0.0002706909,0.0004305532,0.001644374,0.0007801671,0.001805209,0.001518911,0.0008881045,0.8946115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007086577,"about_ca_system_score_gemma":0.0004217259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002741496,"about_ca_topic_score_gemma":0.001973413,"domain_scores_codex":[0.999824,0.00001762271,0.000009277222,0.00006220457,0.00005314188,0.00003373378],"domain_scores_gemma":[0.9995736,0.0001037295,0.00002420401,0.00009600289,0.0001204423,0.00008192102],"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":[0.0002022883,0.0001510522,0.00123871,0.0002533749,0.00001920404,0.0002892865,0.00008843173,0.001474247,0.004495905,0.01406902,0.2416582,0.7360603],"study_design_scores_gemma":[0.0000307739,0.00003121791,0.0008485687,0.0001604348,0.00001081368,0.0003700289,0.00007605602,0.001548363,0.001577116,0.004247973,0.9910813,0.00001742116],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003066785,0.001312838,0.007655354,0.001476168,0.001153335,0.00007934656,0.001948504,0.002932346,0.9803752],"genre_scores_gemma":[0.01146555,0.0005292101,0.003620121,0.0005480783,0.0001281554,0.00006665737,0.001872312,0.0003968411,0.9813731],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.10216,"threshold_uncertainty_score":0.1457188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007321779446750804,"score_gpt":0.1844874663390206,"score_spread":0.1771656868922698,"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."}}