{"id":"W2006766340","doi":"10.12927/whp..17504","title":"Assessing Management Training Needs: A Study in the Punjab Health Services, Pakistan","year":2013,"lang":"en","type":"article","venue":"World health & population","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Health care; Administration (probate law); Unit (ring theory); Health policy; Health services research; Health administration; Nursing; Political science; Nursing research; Developing country; Peer review; Public health; Medicine; Economic growth; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.003461517,0.0001721967,0.0004248998,0.0008474576,0.0004171382,0.0002907579,0.00025134,0.0000313708,0.00006971721],"category_scores_gemma":[0.000005969563,0.0001684835,0.00004778421,0.001133819,0.000009650416,0.0005301686,0.00005471292,0.0002374097,0.0001347666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006544287,"about_ca_system_score_gemma":0.00003733039,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1529519,"about_ca_topic_score_gemma":0.04502667,"domain_scores_codex":[0.9971957,0.000231749,0.00142425,0.0003724126,0.0001107635,0.0006651272],"domain_scores_gemma":[0.9987151,0.00004838268,0.0006546316,0.0004306932,0.00001359696,0.000137589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000006409067,0.0003700626,0.2951356,0.0009557147,0.00002786809,0.000003043712,0.04803514,0.0002289121,2.325611e-8,0.5030131,0.00106498,0.1511592],"study_design_scores_gemma":[0.0005038954,0.00008223661,0.9152455,0.0001204664,0.000001723374,5.196384e-7,0.02848587,0.00146702,5.266586e-9,0.01387556,0.04007782,0.0001393519],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7415829,0.003190675,0.002839158,0.2049972,0.001269575,0.01197546,0.00002964448,0.000253804,0.03386151],"genre_scores_gemma":[0.9786071,0.00009091451,0.0009010165,0.0195674,0.0001247916,0.0003093142,0.00006325314,0.00002354054,0.0003127289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6201099,"threshold_uncertainty_score":0.9723991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1147603157629469,"score_gpt":0.3766178066786587,"score_spread":0.2618574909157118,"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."}}