{"id":"W2922178365","doi":"10.3389/fphar.2019.00228","title":"The South African Medicines Control Council: Comparison of Its Registration Process With Australia, Canada, Singapore, and Switzerland","year":2019,"lang":"en","type":"article","venue":"Frontiers in Pharmacology","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Health Canada","keywords":"Benchmarking; Timeline; Transparency (behavior); Process (computing); Regulatory authority; Medicine; Quality (philosophy); Control (management); Regulatory science; Business; Process management; Public relations; Accounting; Public administration; Political science; Marketing; Computer science; Geography","routes":{"ca_aff":false,"ca_fund":true,"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":[0.01978913,0.0002458394,0.000238622,0.003405222,0.005142509,0.004472321,0.00114308,0.001053458,0.004435824],"category_scores_gemma":[0.05246876,0.0003760251,0.0003973902,0.005427584,0.001987482,0.001821983,0.002766295,0.001152223,0.0005265217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04853014,"about_ca_system_score_gemma":0.1191811,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.796232,"about_ca_topic_score_gemma":0.8312687,"domain_scores_codex":[0.9722591,0.008089955,0.002162042,0.001396122,0.01214634,0.00394644],"domain_scores_gemma":[0.9388957,0.01347871,0.01046913,0.001925505,0.02567369,0.009557215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001945462,0.0007908515,0.6138538,0.001801737,0.0001599611,0.002085553,0.09899114,0.002335468,0.004035834,0.016726,0.02573228,0.2315418],"study_design_scores_gemma":[0.0001435022,0.0006446798,0.8673077,0.0004224443,0.00005388806,0.0005087028,0.05080149,0.002019582,0.001643599,0.0003459843,0.07598215,0.0001263638],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9364374,0.001957023,0.0008340856,0.01024144,0.0000849408,0.001622414,0.0008506147,0.00009433839,0.04787761],"genre_scores_gemma":[0.9909965,0.0008161861,0.001473249,0.0009390062,0.00001762602,0.0001993591,0.0004226072,0.00002578124,0.005109681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.203768,"threshold_uncertainty_score":0.4099361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1789968577780766,"score_gpt":0.3953473013759567,"score_spread":0.2163504435978801,"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."}}