{"id":"W4292369008","doi":"10.2196/41059","title":"Systematic Approaches for Telemedicine and Data Coordination for COVID-19 in Baja California, Mexico","year":2022,"lang":"en","type":"article","venue":"Iproceedings","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Telemedicine; Medical emergency; Telehealth; Medicine; Coronavirus disease 2019 (COVID-19); Population; Health care; Emergency medical services; Business; Environmental health; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002688711,0.0001552979,0.0004930078,0.000328437,0.0003148895,0.00001693607,0.0001790104,0.00004560675,0.00005279383],"category_scores_gemma":[0.003134886,0.0001378247,0.00003221629,0.0003452112,0.0000446975,0.0001443157,0.000134165,0.0001503347,8.270076e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003200043,"about_ca_system_score_gemma":0.0002394821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001525184,"about_ca_topic_score_gemma":0.00004465097,"domain_scores_codex":[0.9981284,0.0000232689,0.0006777729,0.000477535,0.0003582099,0.0003348626],"domain_scores_gemma":[0.9986298,0.0005539855,0.0002706437,0.0002192196,0.00008992029,0.0002364008],"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":[0.003582006,0.001026975,0.2051659,0.3260202,0.0004684695,0.00003225001,0.01944854,0.00005907563,0.002169883,0.01904414,0.3981795,0.02480308],"study_design_scores_gemma":[0.06655639,0.009020801,0.009651436,0.002628279,0.002237628,0.000958504,0.1355235,0.3148726,0.0005075979,0.009440669,0.447403,0.001199619],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5925397,0.003858502,0.133368,0.221465,0.0008191185,0.04359214,0.003251834,0.0005320518,0.0005736685],"genre_scores_gemma":[0.983425,0.00001974713,0.003880899,0.006806718,0.000248877,0.003204876,0.002152541,0.00003858376,0.000222825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3908852,"threshold_uncertainty_score":0.5620329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1516560947497808,"score_gpt":0.392028527790672,"score_spread":0.2403724330408913,"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."}}