{"id":"W2186215390","doi":"10.51847/nyp5qmv","title":"10.51847/nyP5Qmv","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Trypsin; Chromatography; Chemistry; Yield (engineering); Ethylene glycol; Immobilized enzyme; Response surface methodology; Materials science; Enzyme; Biochemistry; Organic chemistry; Composite material","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":[0.0005390833,0.001296951,0.0006150787,0.001906908,0.0009787743,0.002108545,0.001291403,0.002432488,0.9288213],"category_scores_gemma":[0.0006635051,0.0005241638,0.0006226758,0.00147499,0.0006897546,0.001504076,0.001871683,0.001244503,0.9363713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0012109,"about_ca_system_score_gemma":0.0005334149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003330506,"about_ca_topic_score_gemma":0.00264567,"domain_scores_codex":[0.99966,0.00003013328,0.00002306773,0.0001024079,0.000114477,0.00006976721],"domain_scores_gemma":[0.9993951,0.00008811962,0.00003922348,0.0001388036,0.0001708323,0.0001679158],"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":[0.0003688469,0.000325041,0.001179595,0.0003146511,0.00003113825,0.0002796964,0.00008459154,0.0007479162,0.02231122,0.009227988,0.1727165,0.7924128],"study_design_scores_gemma":[0.00006033529,0.00009391486,0.001838568,0.0001569393,0.00001216191,0.0003912539,0.00006431753,0.00126898,0.004489315,0.00163459,0.9899684,0.00002125235],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003930984,0.0007393532,0.006983782,0.0008129143,0.0008010936,0.0001574019,0.002055246,0.002543183,0.981976],"genre_scores_gemma":[0.005758497,0.0002130101,0.002537152,0.0002387171,0.00007157047,0.00007488114,0.001755825,0.0003740582,0.9889762],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07117867,"threshold_uncertainty_score":0.1015276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01069546034987592,"score_gpt":0.2282579310258513,"score_spread":0.2175624706759754,"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."}}