{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002735918,0.0001917993,0.0006549454,0.0001189035,0.00008141575,0.00004129341,0.0001159124,0.00006689994,0.0001063815],"category_scores_gemma":[0.0004639653,0.0001611241,0.0002146643,0.0006381462,0.00002003803,0.00009751764,0.00009691618,0.0002907088,0.000005764973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001008424,"about_ca_system_score_gemma":0.0004037163,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0178265,"about_ca_topic_score_gemma":0.008577183,"domain_scores_codex":[0.9979201,0.00005050561,0.0006991868,0.0002600736,0.0007100728,0.0003600894],"domain_scores_gemma":[0.9976795,0.0008071966,0.0003715254,0.0001395734,0.000201886,0.0008002948],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001348609,0.00003639355,0.8399075,0.0001283325,0.00004764808,0.00295117,0.000337013,0.00000968059,8.199285e-7,0.000004232402,0.1527078,0.003734632],"study_design_scores_gemma":[0.001036773,0.0001812837,0.7504058,0.00003835113,0.0004775052,0.00003907812,0.001858935,0.000004814251,0.000009545151,0.000006744563,0.2456887,0.0002524297],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.972784,0.02095695,0.0001034613,0.005178932,0.0006620954,0.0001549855,0.00008564743,0.00001407852,0.00005989268],"genre_scores_gemma":[0.9774973,0.01272822,0.0001209633,0.002508424,0.007090274,0.000004484408,0.00001412663,0.00002410813,0.00001208301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09298089,"threshold_uncertainty_score":0.9887139,"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."}}