{"id":"W4253122096","doi":"10.21203/rs.2.18363/v4","title":"Understanding implementation barriers in the national scale-up of Differentiated ART delivery in Uganda","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"International Development Research Centre; U.S. President’s Emergency Plan for AIDS Relief","keywords":"Scale (ratio); Business; Regional science; Geography; Cartography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03139275,0.0001887945,0.0007919203,0.001342898,0.0001545878,0.0001479176,0.0005805512,0.0002469741,0.0008204968],"category_scores_gemma":[0.003582065,0.0002136825,0.0001373635,0.0006869142,0.0001286968,0.000221277,0.0002997244,0.001052086,0.0002294584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002973531,"about_ca_system_score_gemma":0.0008961109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001997676,"about_ca_topic_score_gemma":0.003675344,"domain_scores_codex":[0.9931146,0.001813627,0.003278213,0.0006763471,0.0006011147,0.0005160825],"domain_scores_gemma":[0.9963764,0.001941599,0.001014793,0.000333193,0.0001903328,0.000143662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001458666,0.0001732639,0.7630675,0.004511171,0.0001497866,0.000005443679,0.03576279,0.001876435,0.00002152188,0.1250668,0.06915381,0.00006552133],"study_design_scores_gemma":[0.003960688,0.0002144798,0.5625947,0.001425635,0.000008457137,0.000001958011,0.09136146,0.02866447,0.00003154228,0.3070458,0.003987429,0.0007034393],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9409296,0.0007386152,0.001804207,0.04634355,0.0004638717,0.003214595,0.002203551,0.0000259881,0.004276031],"genre_scores_gemma":[0.9976515,0.0002817444,0.00009574962,0.0009000313,0.0001482019,0.0003015901,0.0005475938,0.0000263755,0.00004722999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2004729,"threshold_uncertainty_score":0.997385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7571157544297696,"score_gpt":0.5556697679873831,"score_spread":0.2014459864423865,"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."}}