{"id":"W4412008110","doi":"10.52578/2305-9397-2025-2-1-133-145","title":"SCALING COWPOX VACCINE PRODUCTION TECHNOLOGY: FROM DEVELOPMENT TO GMP STANDARDS","year":2025,"lang":"en","type":"article","venue":"Ġylym ža̋ne bìlìm","topic":"Poxvirus research and outbreaks","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Debiopharm Group (Canada)","funders":"","keywords":"Cowpox; Production (economics); Virology; Computer science; Biology; Genetics; Recombinant DNA; Vaccinia; Economics","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":[],"consensus_categories":[],"category_scores_codex":[0.0102843,0.0009602248,0.0008086336,0.002272745,0.0007233105,0.00507449,0.001324845,0.001109265,0.001444532],"category_scores_gemma":[0.007053632,0.0005145054,0.0008800627,0.002021455,0.001708756,0.004063069,0.002735776,0.002039127,0.0008780709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00317352,"about_ca_system_score_gemma":0.006278974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001623511,"about_ca_topic_score_gemma":0.0009375937,"domain_scores_codex":[0.9918066,0.00191314,0.0008145332,0.001074061,0.003985289,0.0004064851],"domain_scores_gemma":[0.9951543,0.001151342,0.0007011867,0.001065878,0.001769707,0.0001575476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000154047,0.0002312773,0.009371516,0.003211502,0.00012331,0.0003540408,0.001703712,0.02249754,0.1349034,0.08890487,0.003542439,0.7350025],"study_design_scores_gemma":[0.00004929982,0.002435582,0.02765936,0.004744021,0.0002987194,0.001114438,0.002367465,0.03698682,0.2419977,0.09980967,0.5822756,0.0002613473],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1311395,0.05498564,0.7588022,0.009637105,0.0009287552,0.001544909,0.0006391866,0.002074799,0.04024785],"genre_scores_gemma":[0.2449737,0.05172489,0.6951723,0.001318728,0.0003406099,0.0007481899,0.001477935,0.000435695,0.003807929],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0102843,"threshold_uncertainty_score":0.05438918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008809279293039951,"score_gpt":0.2871442360706999,"score_spread":0.27833495677766,"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."}}