{"id":"W3098160557","doi":"10.3390/vaccines8040667","title":"Driving Adoption and Commercialization of Subunit Vaccines for Bovine Tuberculosis and Johne’s Disease: Policy Choices and Implications for Food Security","year":2020,"lang":"en","type":"review","venue":"Vaccines","topic":"Mycobacterium research and diagnosis","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Commercialization; Business; Food security; Disease; Biology; Medicine; Marketing","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"],"consensus_categories":[],"category_scores_codex":[0.0001724383,0.0003266005,0.001208395,0.000380457,0.0001650153,0.00007146808,0.00008864979,0.0001620122,0.000009263325],"category_scores_gemma":[0.001631772,0.0002655937,0.0001816367,0.0004077233,0.00002934701,0.0001606592,0.0001224643,0.0001059913,3.072935e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003770624,"about_ca_system_score_gemma":0.0002308933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006457373,"about_ca_topic_score_gemma":0.00016811,"domain_scores_codex":[0.9986184,0.00006559025,0.000511212,0.0004458773,0.0001026299,0.0002562563],"domain_scores_gemma":[0.997868,0.0008630422,0.0002711886,0.0002609468,0.0003202916,0.0004165248],"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":[0.0003948348,0.0002062457,0.07553246,0.1372432,0.0005496981,6.690759e-7,0.000119255,5.696458e-8,0.00002598425,0.003056835,0.003343108,0.7795277],"study_design_scores_gemma":[0.001655795,0.001107736,0.1066719,0.005596979,0.003087545,0.0000258082,0.00002333521,0.0001138042,0.000008534124,0.001045106,0.8803113,0.0003521919],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008772677,0.9808272,0.0001858124,0.00485081,0.00003853547,0.003373896,0.001891052,0.00004483859,0.00001522536],"genre_scores_gemma":[0.009114532,0.98747,0.0002681537,0.00009831812,0.0007174733,0.001000912,0.001252209,0.0000574906,0.00002096647],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8769682,"threshold_uncertainty_score":0.9999796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0506315776755929,"score_gpt":0.3755039362133782,"score_spread":0.3248723585377853,"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."}}