{"id":"W2621910227","doi":"","title":"Diagnostic Testing for Vaccinomics: Is the Regulatory Approval Framework Adequate? A Comparison of Canada, the United States, and Europe","year":2011,"lang":"en","type":"article","venue":"","topic":"Diphtheria, Corynebacterium, and Tetanus","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Political science; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03522773,0.0003766458,0.001091211,0.003786799,0.003088039,0.009189164,0.002429112,0.004206824,0.002496882],"category_scores_gemma":[0.04843986,0.0003615564,0.001156096,0.004247448,0.004811666,0.002355685,0.001760755,0.003627141,0.000200733],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03826623,"about_ca_system_score_gemma":0.106909,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8634944,"about_ca_topic_score_gemma":0.9202819,"domain_scores_codex":[0.9645451,0.007851722,0.001654423,0.001553264,0.01556769,0.008827802],"domain_scores_gemma":[0.9301332,0.01979171,0.004781458,0.001882384,0.03758204,0.005829153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003056343,0.0003967048,0.2244265,0.001682624,0.0009051836,0.001330262,0.003526789,0.005319692,0.004683028,0.2874177,0.06036809,0.4068872],"study_design_scores_gemma":[0.0005365758,0.001031257,0.6000225,0.005335328,0.001405156,0.001416158,0.006755337,0.003367293,0.003554713,0.01858939,0.3576917,0.0002945591],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3063925,0.09448386,0.01399213,0.2992369,0.002563136,0.0004820792,0.004278803,0.0002872385,0.2782833],"genre_scores_gemma":[0.9240573,0.01518942,0.004636943,0.05011176,0.0003965043,0.00008255018,0.001161781,0.0001008188,0.004262915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9617338,"threshold_uncertainty_score":0.2776422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0306443450785472,"score_gpt":0.2352280939660279,"score_spread":0.2045837488874807,"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."}}