{"id":"W4313447961","doi":"10.21203/rs.3.rs-2370701/v1","title":"Design, operation and strengthening of health practitioner regulation systems: A rapid integrative review","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Athabasca University","funders":"World Health Organization","keywords":"Business; Process management; Engineering ethics; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09026576,0.001790939,0.004676957,0.006837584,0.001268297,0.01241736,0.005296637,0.007929921,0.004157663],"category_scores_gemma":[0.132558,0.001771625,0.002439557,0.006275574,0.007222878,0.01428465,0.005191203,0.007048624,0.0009196067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01138241,"about_ca_system_score_gemma":0.0423639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007970519,"about_ca_topic_score_gemma":0.01046046,"domain_scores_codex":[0.9629924,0.01971872,0.003866524,0.002735445,0.009094138,0.001592693],"domain_scores_gemma":[0.696144,0.2496492,0.01499493,0.008539287,0.02807502,0.002597591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002276348,0.0002961529,0.001548299,0.04741907,0.0005724675,0.00007333799,0.0006619639,0.005214238,0.0009838694,0.09806361,0.01747292,0.8274665],"study_design_scores_gemma":[0.0003823873,0.001422365,0.008228298,0.1343668,0.002210661,0.0002987199,0.002078756,0.006776758,0.003238493,0.1623916,0.6783646,0.0002405394],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001162522,0.9592927,0.008773524,0.02651813,0.001209135,0.0002387978,0.0000877978,0.00004829149,0.002669118],"genre_scores_gemma":[0.02273511,0.9432504,0.02347714,0.007343732,0.002106804,0.000318731,0.0001306136,0.00005276802,0.00058471],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.09026576,"threshold_uncertainty_score":0.4773766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.266243478842779,"score_gpt":0.4357861916141278,"score_spread":0.1695427127713489,"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."}}