{"id":"W4253672989","doi":"10.1016/s2214-109x(17)30337-6","title":"Model citizen","year":2017,"lang":"en","type":"letter","venue":"The Lancet Global Health","topic":"Malaria Research and Control","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mass drug administration; Malaria; Population; Transmission (telecommunications); Demography; Quarter (Canadian coin); Scopus; Geography; Medicine; Environmental health; Biology; MEDLINE; Immunology; Sociology; Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005125687,0.001499567,0.001106148,0.001951212,0.001782901,0.009346446,0.004341953,0.004299765,0.4087079],"category_scores_gemma":[0.0247234,0.000809017,0.002367184,0.001948697,0.001016582,0.008794966,0.007263191,0.003090932,0.2477137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002067815,"about_ca_system_score_gemma":0.004129895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006006997,"about_ca_topic_score_gemma":0.005288674,"domain_scores_codex":[0.9954941,0.001503172,0.0003529267,0.001018238,0.001216913,0.0004147013],"domain_scores_gemma":[0.9926233,0.002571389,0.0003041282,0.001889595,0.002135388,0.0004762218],"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":[0.0001886997,0.00005578515,0.0007090001,0.0006714721,0.00004957283,0.000187454,0.0003948561,0.002200056,0.0004453006,0.08495235,0.7979235,0.112222],"study_design_scores_gemma":[0.00002925945,0.00001289181,0.0001289553,0.0002248361,0.00001227925,0.00008548699,0.0001316823,0.002770652,0.0002054837,0.02597143,0.9704081,0.0000190634],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.00265999,0.004108707,0.1647841,0.03729087,0.007792655,0.001157968,0.05045352,0.05850461,0.6732476],"genre_scores_gemma":[0.06470187,0.007632045,0.1622197,0.01948717,0.002458174,0.003268353,0.1063752,0.03314796,0.6007095],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4087079,"threshold_uncertainty_score":0.8434063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08677522755040638,"score_gpt":0.4075849716833094,"score_spread":0.320809744132903,"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."}}