{"id":"W7084577777","doi":"10.1145/3721241.3733995","title":"USD in Production","year":2025,"lang":"en","type":"article","venue":"","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Autodesk (Canada)","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007561107,0.0009666475,0.0004725104,0.00196888,0.001163873,0.002440795,0.0007822247,0.0007743738,0.4484399],"category_scores_gemma":[0.001943832,0.0002861796,0.0004353037,0.001356386,0.0006395975,0.001462822,0.002024766,0.001150818,0.2806179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001221491,"about_ca_system_score_gemma":0.001745738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002625253,"about_ca_topic_score_gemma":0.003616652,"domain_scores_codex":[0.999063,0.00008683195,0.00004360006,0.0001750342,0.0005024219,0.0001291863],"domain_scores_gemma":[0.9990191,0.00007601296,0.00004657315,0.0002696217,0.0003689388,0.0002197275],"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":[0.0004239606,0.0002306952,0.001118908,0.0002806331,0.00001461815,0.0004356293,0.0002047198,0.0002910165,0.02218674,0.056005,0.4424582,0.4763499],"study_design_scores_gemma":[0.00001136329,0.00004509576,0.000775945,0.00002360469,0.000003395614,0.000128376,0.00003752203,0.0001046558,0.002192429,0.001146927,0.9955251,0.000005733982],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006720275,0.0008462079,0.006537744,0.001800544,0.002437977,0.0002663237,0.005727733,0.003309023,0.972354],"genre_scores_gemma":[0.01921481,0.0005357154,0.003607125,0.0003874532,0.0001951517,0.0000777142,0.004270366,0.000766342,0.9709453],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4484399,"threshold_uncertainty_score":0.7867335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008679024107637727,"score_gpt":0.2772804268821534,"score_spread":0.2686014027745157,"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."}}