{"id":"W3004082682","doi":"10.1016/j.jpedsurg.2020.01.036","title":"From far and wide: Geographic distance to pediatric surgical care across Canada","year":2020,"lang":"en","type":"article","venue":"Journal of Pediatric Surgery","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.000745366,0.0002147644,0.000373466,0.00171516,0.006024258,0.003695001,0.001696172,0.0008203318,0.00657148],"category_scores_gemma":[0.006339129,0.000307322,0.0005270085,0.00623288,0.001890981,0.001142273,0.003332853,0.00204521,0.0002104332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0572929,"about_ca_system_score_gemma":0.1287535,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.993831,"about_ca_topic_score_gemma":0.997712,"domain_scores_codex":[0.9966264,0.0003414228,0.0001873331,0.0002396877,0.0009210353,0.001684168],"domain_scores_gemma":[0.989963,0.0005871335,0.001529559,0.0001005067,0.002687165,0.005132618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006678209,0.00005344814,0.9496105,0.00015861,0.00009890595,0.001028484,0.009768195,0.0003786015,0.000173095,0.004022756,0.01205039,0.02259008],"study_design_scores_gemma":[0.000008399145,0.00002034324,0.9300915,0.0004780758,0.00004336255,0.0005111591,0.05485326,0.0002734115,0.00005825144,0.0005223774,0.01310101,0.00003878052],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9221033,0.007755185,0.0003402721,0.03259787,0.0002763226,0.00007249304,0.003355701,0.00002676802,0.03347211],"genre_scores_gemma":[0.9938031,0.002555549,0.0002081687,0.001367862,0.00005847818,0.00001410848,0.0004010553,0.00001576073,0.001575861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0572929,"threshold_uncertainty_score":0.4156911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01620874677458739,"score_gpt":0.2565345673833835,"score_spread":0.2403258206087961,"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."}}