{"id":"W3114609774","doi":"10.9745/ghsp-d-20-00639","title":"Learning From Neighbors","year":2020,"lang":"en","type":"letter","venue":"Global Health Science and Practice","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Calcification; Aorta; Descending aorta; Asymptomatic; Ascending aorta; Inflammation; Radiology; Abdominal aorta; Nuclear medicine; Carotid arteries; Internal medicine; Cardiology","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":[0.0007053653,0.0002244566,0.0004532743,0.00004578173,0.0005103432,0.0002006674,0.0002359134,0.000171759,0.0001066686],"category_scores_gemma":[0.002574296,0.0001918951,0.00006502432,0.0006652623,0.0003015331,0.000432048,0.0001207355,0.001396992,0.0001509023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003303726,"about_ca_system_score_gemma":0.004262159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002660699,"about_ca_topic_score_gemma":0.00000675967,"domain_scores_codex":[0.9968959,0.0001376054,0.0003083026,0.0007956094,0.001220864,0.0006417077],"domain_scores_gemma":[0.9980203,0.0003459011,0.0003715372,0.0003029025,0.0003257443,0.0006336108],"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":[0.0002810379,0.000023492,0.000765908,0.0001740809,0.00002846159,0.0007130695,0.00010961,6.607597e-7,0.000004864634,0.0000935272,0.9461764,0.05162889],"study_design_scores_gemma":[0.0005024629,0.0005907372,0.003734085,0.0001273936,0.0001816758,0.0001852989,0.0003584819,0.0004987487,3.800714e-7,0.0001629416,0.9935004,0.0001574073],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003153105,0.005519921,0.0000614579,0.9789284,0.0005171886,0.0004165808,0.00006947693,0.00007733255,0.0140943],"genre_scores_gemma":[0.01632947,0.001270016,0.0005071735,0.9784588,0.003101404,0.00001163143,0.000112409,0.00001235169,0.0001967553],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05147148,"threshold_uncertainty_score":0.7825254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0340385320726907,"score_gpt":0.3813471324150388,"score_spread":0.3473086003423481,"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."}}