{"id":"W90531962","doi":"10.1186/cc12427","title":"Variation in acute care burden and supply across diverse urban settings","year":2013,"lang":"en","type":"article","venue":"Critical Care","topic":"Global Health Care Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Hospital for Sick Children","funders":"","keywords":"Medicine; Acute care; Medical emergency; Variation (astronomy); Population; Health care; Environmental health; Economic growth","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001665679,0.0001692565,0.0002721366,0.00005010822,0.000601561,0.00003956261,0.0001478574,0.0003428388,0.0004846319],"category_scores_gemma":[0.000776721,0.0001635976,0.0000355666,0.0001618846,0.0001252813,0.000283746,0.0002719933,0.0005999235,0.0009372719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004431074,"about_ca_system_score_gemma":0.0001309844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005262479,"about_ca_topic_score_gemma":0.0007240674,"domain_scores_codex":[0.9977843,0.0002945234,0.0003966175,0.0003912064,0.0002638999,0.0008694749],"domain_scores_gemma":[0.9979931,0.000521768,0.00004250401,0.0002632579,0.0008388075,0.0003406014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00007106541,0.00002185442,0.3097361,0.00529479,0.00001490597,0.0001274642,0.6343907,0.000001533492,0.0003133478,0.007701601,0.03532738,0.006999267],"study_design_scores_gemma":[0.0009006271,0.0001208708,0.6111454,0.0004744534,0.00003312667,0.000002729792,0.3682133,0.00004728732,0.00001196636,0.0006478406,0.01816277,0.0002396432],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831668,0.002010345,0.0000116789,0.009209703,0.0007741374,0.001087782,0.0004016574,0.0001285167,0.00320939],"genre_scores_gemma":[0.9964128,0.00002358483,0.0005706848,0.002057976,0.0004648568,0.0001878397,0.00008862353,0.00002409907,0.0001695419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3014093,"threshold_uncertainty_score":0.9998406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02653136058892424,"score_gpt":0.4406825545549945,"score_spread":0.4141511939660703,"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."}}