{"id":"W7148629433","doi":"10.1637/aviandiseases-d-25-00056","title":"Congenital Cervical Vertebral Malformations and Recurrent Bacterial Infections in Chickens Associated with In Ovo Vaccination Equipment Malfunction","year":2025,"lang":"en","type":"article","venue":"Avian Diseases","topic":"Virology and Viral Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministère de l'Agriculture, des Pêcheries et de l'Alimentation; Parks Canada; Université de Montréal; Cegep de Saint Hyacinthe","funders":"","keywords":"In ovo; Vaccination; Congenital malformations; Cervical vertebrae","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":[],"consensus_categories":[],"category_scores_codex":[0.00006590469,0.0001132998,0.0001884216,0.0002731054,0.00008970209,0.00001977738,0.00002590542,0.00008103083,0.0002164631],"category_scores_gemma":[0.0003209045,0.00009957855,0.00003964781,0.0003161086,0.00004347156,0.0002113518,0.00002925436,0.0001423636,0.000008772574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001507789,"about_ca_system_score_gemma":0.00013954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005878297,"about_ca_topic_score_gemma":0.002082887,"domain_scores_codex":[0.999175,0.00007565425,0.0002879922,0.0001781097,0.00009044787,0.0001927718],"domain_scores_gemma":[0.9996545,0.00005177271,0.00007221075,0.00009068161,0.00004106645,0.00008979967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007425356,0.001074598,0.9936469,0.00004790536,0.0000630938,0.00001504619,0.00008398703,0.000005203227,0.00003291395,0.000629677,0.000175707,0.00348249],"study_design_scores_gemma":[0.003707943,0.0003958867,0.9942742,0.0001604335,0.000198066,0.000004793811,0.000119276,0.0005152376,0.00001079441,0.0004735762,0.00004908805,0.00009069017],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975978,0.0002974402,0.00003121538,0.0008116257,0.0001635322,0.0003937059,0.00008707654,0.00004726206,0.0005703603],"genre_scores_gemma":[0.9988418,0.00004148836,0.000006235755,0.0002550927,0.00003069594,0.0001028043,0.0006014553,0.000006087849,0.0001143361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0033918,"threshold_uncertainty_score":0.4060695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008046847007884739,"score_gpt":0.2575874204326478,"score_spread":0.249540573424763,"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."}}