{"id":"W1974205135","doi":"10.1016/s0140-6736(12)61604-3","title":"Time for heroes: public health leadership in the 21st century","year":2012,"lang":"en","type":"article","venue":"The Lancet","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Public health; Public relations; Political science; International health; Health policy; Medicine; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00853502,0.00009263318,0.0002516173,0.00004926592,0.0008387069,0.00001818565,0.0004743908,0.00009056152,0.0002339719],"category_scores_gemma":[0.0004952612,0.00004867483,0.00003492127,0.0002680182,0.00006006546,0.0001654003,0.00003562039,0.0005189174,0.0005217125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000229363,"about_ca_system_score_gemma":0.000586792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007812827,"about_ca_topic_score_gemma":0.000214637,"domain_scores_codex":[0.9963905,0.00130748,0.0003481349,0.0001008214,0.000155123,0.001697987],"domain_scores_gemma":[0.9978695,0.001222852,0.0001741282,0.0005183134,0.00004370348,0.000171486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001517128,0.00008529981,0.007236453,0.0003787749,0.000005557034,1.608144e-8,0.1120124,3.099547e-7,0.000001964904,0.04357613,0.8311036,0.005584324],"study_design_scores_gemma":[0.0004001269,0.0000239988,0.04004649,0.00004563088,0.000001626918,7.50913e-7,0.09534556,0.00002214655,1.156733e-7,0.0002581339,0.863807,0.00004845449],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04748749,0.001820761,0.00002064637,0.9270728,0.00148317,0.001592726,0.0000475239,0.0000669716,0.02040797],"genre_scores_gemma":[0.6679644,0.0006881209,0.0001331373,0.3150079,0.01281247,0.0008885897,0.00009569935,0.00002777325,0.002381883],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.620477,"threshold_uncertainty_score":0.6705733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4828791990664629,"score_gpt":0.4908344574470794,"score_spread":0.007955258380616448,"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."}}