{"id":"W2103507638","doi":"10.51847/4cyofx7","title":"10.51847/4CYoFX7","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Enzyme Production and Characterization","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Protease; Chemistry; Fermentation; Aeration; Pseudomonas aeruginosa; Food science; Chromatography; Biochemistry; Enzyme; Bacteria; Biology; Organic chemistry","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":[0.0005712596,0.002551656,0.0009680483,0.002645575,0.0009816572,0.002453551,0.001385058,0.002496557,0.9279222],"category_scores_gemma":[0.0006338923,0.0005497959,0.0008667665,0.001393315,0.0007030191,0.001231435,0.00211052,0.001120426,0.9389846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001124746,"about_ca_system_score_gemma":0.0006486078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001558189,"about_ca_topic_score_gemma":0.001453124,"domain_scores_codex":[0.999522,0.0000299084,0.00002299555,0.0001361382,0.0001553918,0.0001336706],"domain_scores_gemma":[0.9995012,0.00005383287,0.00003275605,0.00009697238,0.000114319,0.0002009654],"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":[0.0008890714,0.0005448826,0.00164302,0.0005603806,0.00004497457,0.0007679694,0.0001125967,0.0005896355,0.08570385,0.008524214,0.172808,0.7278115],"study_design_scores_gemma":[0.0001119009,0.0001538943,0.002668792,0.0001408688,0.00001635032,0.001184329,0.00004675583,0.0007487693,0.01096946,0.001123499,0.9828136,0.00002183396],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007678363,0.002053242,0.01003713,0.001308749,0.001475412,0.0003513512,0.005268429,0.006371733,0.9654557],"genre_scores_gemma":[0.006937873,0.0004123587,0.003026429,0.0002395166,0.0001179562,0.0001233668,0.004576896,0.0005756245,0.98399],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07207781,"threshold_uncertainty_score":0.1028103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00391027887897821,"score_gpt":0.1795530396864214,"score_spread":0.1756427608074432,"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."}}