{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001831914,0.0001247454,0.0001282866,0.00001277491,0.0001207111,0.00001737552,0.0002311164,0.0000632611,0.00002809934],"category_scores_gemma":[0.0004624675,0.00007359066,0.0000295527,0.00009168196,0.00008794676,0.000001982874,0.000091814,0.00007976835,5.653085e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006282208,"about_ca_system_score_gemma":0.0001336845,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02766578,"about_ca_topic_score_gemma":0.01234633,"domain_scores_codex":[0.9992657,0.00005540295,0.0002115525,0.00019819,0.00006875557,0.0002004213],"domain_scores_gemma":[0.9989638,0.0003519626,0.0001237069,0.0003691028,0.0001408986,0.00005053258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002230988,0.001231779,0.5766225,0.0007012571,0.002534247,0.00002663661,0.02170756,0.0005078279,0.10924,0.0228758,0.1798284,0.08249301],"study_design_scores_gemma":[0.001839578,0.002243434,0.5124485,0.0001428835,0.0004268429,0.00005067314,0.008811492,0.0060909,0.278203,0.003041779,0.1854889,0.001212021],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959636,0.0005547971,0.001534564,0.0001828917,0.0001285626,0.0003162388,0.0000384364,0.000006997608,0.001273957],"genre_scores_gemma":[0.9973204,0.000031446,0.00126409,0.0007346644,0.00007590494,0.00002758594,0.000036479,0.00002139914,0.0004880271],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.168963,"threshold_uncertainty_score":0.9788091,"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."}}