{"id":"W2179872646","doi":"10.51847/qbpigb0","title":"10.51847/QbPIgb0","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Enzyme Production and Characterization","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aspergillus niger; Polyester; Biofilm; Adhesion; Chemistry; Microbiology; Materials science; Composite material; Biology; Food science; Bacteria","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00004059945,0.00006134516,0.00004566707,0.00001600041,0.00003320035,0.00001314148,0.0000686908,0.00004691882,0.9258272],"category_scores_gemma":[0.00001362868,0.00006287047,0.00002404263,0.0000565974,0.00001111289,0.000001981359,0.00001669098,0.00002269832,0.7899891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003688254,"about_ca_system_score_gemma":0.000010295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001049209,"about_ca_topic_score_gemma":4.028638e-8,"domain_scores_codex":[0.9996012,0.00001519118,0.00007218057,0.000166422,0.00004847008,0.00009647408],"domain_scores_gemma":[0.999729,8.903862e-7,0.00001229383,0.0001769801,0.00002815051,0.00005264935],"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":[0.00008117369,0.00003437846,7.806689e-7,0.000002661421,0.00001051571,4.364022e-7,0.000005465323,0.00003540405,0.2937441,7.066318e-7,0.04309531,0.6629891],"study_design_scores_gemma":[0.00009250952,0.00008928015,0.00008031975,0.000001796105,0.000003376131,0.000005093885,3.581234e-7,0.000009536286,0.02927316,3.351571e-7,0.9703611,0.00008319596],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05096812,0.00005523963,0.000008442205,0.0005465709,0.000006221519,0.0001043843,0.000009691991,0.00003593637,0.9482654],"genre_scores_gemma":[0.004161301,0.00000206826,0.00006757836,0.0001960134,0.0002729758,0.000008368878,0.0001548711,0.00001183175,0.995125],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9272658,"threshold_uncertainty_score":0.2563783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00391754106802389,"score_gpt":0.1796013199200598,"score_spread":0.175683778852036,"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."}}