{"id":"W2984298976","doi":"10.1177/0025817219863569","title":"Global Surprise: the leading cause of death and disability in young people, and what we are doing about it","year":2019,"lang":"en","type":"article","venue":"Medico-Legal Journal","topic":"Health and Conflict Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Care Foundation","funders":"","keywords":"Surprise; Cause of death; Psychology; Gerontology; History; Political science; Medicine; Social psychology; Internal medicine; Disease","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":[0.002265234,0.0001576893,0.0004812049,0.00004345439,0.0006837665,0.00006047111,0.0001476865,0.0001333636,0.000103226],"category_scores_gemma":[0.0004001571,0.0000992953,0.00004210266,0.0002045424,0.000154854,0.0004867773,0.0001698248,0.0009801332,0.00001224796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002185579,"about_ca_system_score_gemma":0.0003084973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001062882,"about_ca_topic_score_gemma":0.009530074,"domain_scores_codex":[0.9976127,0.0004751555,0.0007228962,0.000206565,0.000394225,0.0005884535],"domain_scores_gemma":[0.9983322,0.0007198778,0.0003478829,0.0001926811,0.0001151956,0.0002921558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008576328,0.0000273493,0.9656443,0.0003489143,0.00002167874,0.000009551619,0.0284723,0.000001800155,0.000005810511,0.0001649439,0.0003541604,0.004863441],"study_design_scores_gemma":[0.001118275,0.00006229413,0.9158316,0.001827609,0.00002322669,0.00009077469,0.06301934,0.00006257086,8.588775e-7,0.00005229821,0.0178208,0.00009032573],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9583421,0.01015997,0.0000287956,0.02781212,0.001256881,0.0004234333,0.000008181819,0.00001041297,0.001958154],"genre_scores_gemma":[0.9857954,0.01233667,0.00003199261,0.00124234,0.000313524,0.00001504168,5.933858e-7,0.000009237046,0.0002551774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04981266,"threshold_uncertainty_score":0.5318005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0412173677577743,"score_gpt":0.4001477498924709,"score_spread":0.3589303821346966,"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."}}