{"id":"W4389201656","doi":"10.1186/s12913-023-10317-w","title":"Beyond the regulatory radar: knowledge and practices of rural medical practitioners in Bangladesh","year":2023,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"International Centre for Diarrhoeal Disease Research, Bangladesh; Medizinischen Hochschule Hannover","keywords":"Medicine; Public health; Health administration; Guideline; Pneumonia; Family medicine; Nursing; Internal medicine","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":[0.001584745,0.0001434242,0.0002276746,0.0006746269,0.0008929061,0.0009920393,0.0004983007,0.0008309749,0.003375614],"category_scores_gemma":[0.005647818,0.0002824889,0.000139111,0.001071689,0.00103851,0.001191825,0.0009821357,0.0005412636,0.0004397295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001059761,"about_ca_system_score_gemma":0.002094559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02249432,"about_ca_topic_score_gemma":0.02461511,"domain_scores_codex":[0.998876,0.0004698634,0.0001240752,0.0001446052,0.000195682,0.0001898225],"domain_scores_gemma":[0.9966396,0.001091441,0.001179851,0.00008127867,0.0003099359,0.0006978487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007510369,0.0001657283,0.7294137,0.0005982979,0.00002063399,0.001749456,0.2368936,0.0000725388,0.00149489,0.0002812609,0.001112237,0.02812257],"study_design_scores_gemma":[0.00002804988,0.0007528745,0.5205144,0.001095552,0.00002437597,0.002443091,0.4626071,0.0002629912,0.0001911717,0.0002964839,0.01172913,0.00005482517],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960755,0.0009438272,0.00004170853,0.001261646,0.000008547729,0.00002399987,0.00006452444,0.000001423109,0.001578806],"genre_scores_gemma":[0.9975542,0.001429565,0.00009867299,0.0004307334,0.000007745488,0.00001948271,0.00002399932,9.60304e-7,0.0004346349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02249432,"threshold_uncertainty_score":0.04472679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1002862625786127,"score_gpt":0.5496430747681796,"score_spread":0.449356812189567,"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."}}