{"id":"W4394134852","doi":"10.6084/m9.figshare.16836902","title":"Comparison of the registration process of the medicines control authority of Zimbabwe with Australia, Canada, Singapore, and Switzerland: benchmarking best practices","year":2021,"lang":"en","type":"dataset","venue":"Figshare","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Benchmarking; Control (management); Process (computing); Business; Best practice; Operations management; Political science; Management; Marketing; Computer science; Engineering; Law; Economics","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":[0.008140691,0.0003802353,0.0004344534,0.005585389,0.0008287916,0.001942271,0.0009695154,0.0004389945,0.00653458],"category_scores_gemma":[0.04966528,0.0003003336,0.0005670984,0.01281481,0.0003440449,0.001007263,0.001432962,0.0006964685,0.001528107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008696479,"about_ca_system_score_gemma":0.01674375,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5963083,"about_ca_topic_score_gemma":0.6122739,"domain_scores_codex":[0.9910648,0.003205901,0.0016132,0.0008476584,0.002426195,0.0008421972],"domain_scores_gemma":[0.9623824,0.008828301,0.008869543,0.002810243,0.01571975,0.001389797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008080346,0.0002057377,0.4187749,0.006288921,0.0006999215,0.000299021,0.002879715,0.005906886,0.0008206231,0.0158684,0.4668853,0.08056255],"study_design_scores_gemma":[0.0001872117,0.00006001766,0.7116578,0.001244703,0.0001369704,0.0001300019,0.001642933,0.003173873,0.0007850921,0.0007060774,0.2802026,0.0000727103],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.1517841,0.003316505,0.002224329,0.003003978,0.00009899885,0.001305216,0.8096444,0.0003000326,0.02832253],"genre_scores_gemma":[0.302644,0.002439816,0.006974712,0.000608378,0.00004595482,0.002265222,0.675064,0.0001344857,0.009823471],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.4036917,"threshold_uncertainty_score":0.8121383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1609766466903057,"score_gpt":0.3714897834477506,"score_spread":0.2105131367574449,"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."}}