{"id":"W52691262","doi":"10.2427/5686","title":"Validation of the Global Health Professions Students Survey questionnaire in Italy","year":2011,"lang":"en","type":"article","venue":"Italian Journal of Public Health","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Centers for Disease Control and Prevention; World Health Organization","keywords":"Medicine; Health professions; Medical education; Family medicine; Health care; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01141544,0.0001025663,0.0004471863,0.0002719514,0.0001141647,0.00003115371,0.0005263133,0.00005906438,0.00003655513],"category_scores_gemma":[0.0007166856,0.00008658539,0.00009757473,0.0007187727,0.0000499265,0.0003590232,0.00008587341,0.0002288824,0.00001502756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008746502,"about_ca_system_score_gemma":0.001087571,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01742792,"about_ca_topic_score_gemma":0.003957623,"domain_scores_codex":[0.9968217,0.0006826455,0.001762085,0.0001577031,0.0001511946,0.000424672],"domain_scores_gemma":[0.9972595,0.00002067303,0.001983045,0.0002693099,0.0001318616,0.000335632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006630426,0.0003326345,0.9072067,0.0001080335,0.00002511034,0.000001065361,0.003778943,0.000003255691,2.63871e-8,0.08420426,0.0007678645,0.003565506],"study_design_scores_gemma":[0.0004121434,0.0002293457,0.9837223,0.0002017503,7.394179e-7,0.000006356184,0.0004146189,0.000006724174,0.000001022955,0.01205333,0.002888941,0.00006272324],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9041845,0.002092777,0.004201856,0.08563472,0.001806596,0.0006296647,0.0002118333,0.000010903,0.001227134],"genre_scores_gemma":[0.9978029,0.0001901199,0.0001985517,0.001675237,0.00005222009,0.000004441317,0.000003863949,0.000008883195,0.00006377172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09361839,"threshold_uncertainty_score":0.9891151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2310571257654996,"score_gpt":0.3854370044788761,"score_spread":0.1543798787133765,"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."}}