{"id":"W4200133593","doi":"10.22319/rmcp.v12i3.5668","title":"Predicción molecular de serotipos de Streptococcus suis aislados de granjas porcinas en México","year":2021,"lang":"en","type":"article","venue":"Revista Mexicana de Ciencias Pecuarias","topic":"Streptococcal Infections and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cegep de Saint Hyacinthe","funders":"Dirección General de Asuntos del Personal Académico, Universidad Nacional Autónoma de México; Consejo Nacional de Ciencia y Tecnología","keywords":"Streptococcus suis; Serotype; Multiplex polymerase chain reaction; Biology; Typing; Microbiology; Virology; Outbreak; Polymerase chain reaction; Gene; Virulence; Genetics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006642799,0.00041153,0.0006277763,0.0002002515,0.0002564949,0.0001411241,0.0002483349,0.0003029097,0.0009982222],"category_scores_gemma":[0.0009755277,0.0003989244,0.0004403011,0.0009201,0.0001408784,0.0001150069,0.0001162912,0.0004996646,0.00005956693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001587808,"about_ca_system_score_gemma":0.002621454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001314569,"about_ca_topic_score_gemma":0.0001221294,"domain_scores_codex":[0.9968054,0.0003607503,0.0005258148,0.0007250996,0.0004493214,0.001133583],"domain_scores_gemma":[0.9975761,0.0001747207,0.000164738,0.0009077545,0.0002794829,0.0008971907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006677556,0.0007933908,0.9340925,0.0002118617,0.0004184369,0.004936757,0.0007581278,0.00008066556,0.04642894,0.006000283,0.001376231,0.004836002],"study_design_scores_gemma":[0.003020031,0.0006961123,0.9035783,0.000590745,0.001214133,0.002291274,0.0006919518,0.001329918,0.07788292,0.0013378,0.006787126,0.0005796652],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.97789,0.0018387,0.0115079,0.0008624627,0.00008629671,0.001051735,0.00005810047,0.0002155934,0.00648924],"genre_scores_gemma":[0.9928811,0.0002479999,0.00364227,0.001174906,0.0002570929,0.0002618639,0.00007593753,0.00006881041,0.00139005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03145397,"threshold_uncertainty_score":0.999915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0130612243117886,"score_gpt":0.2928134626261834,"score_spread":0.2797522383143948,"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."}}