{"id":"W4403248008","doi":"10.1007/s43678-024-00792-3","title":"Evaluating the impact of a specialized and centralized online medical consultation system for paramedics: pilot study","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"","keywords":"Medicine; Medical emergency; Emergency medical services","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01122527,0.001118292,0.001241974,0.001076302,0.002291639,0.001884369,0.002041177,0.002286761,0.006244235],"category_scores_gemma":[0.0348691,0.0007272821,0.001736972,0.001136042,0.001812834,0.002697881,0.002027823,0.003272936,0.0007419541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006864151,"about_ca_system_score_gemma":0.01276795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01564107,"about_ca_topic_score_gemma":0.02334321,"domain_scores_codex":[0.9880212,0.007501383,0.0008205771,0.001022968,0.001185191,0.001448637],"domain_scores_gemma":[0.9547957,0.02301712,0.005214458,0.003212415,0.004969194,0.008791062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.1362214,0.6301029,0.1015127,0.002254128,0.001672604,0.001203036,0.006118254,0.002921664,0.003149071,0.0005724644,0.002936922,0.1113349],"study_design_scores_gemma":[0.06233653,0.7805293,0.1416221,0.0003738653,0.001204191,0.0002830808,0.006661665,0.003602402,0.001448008,0.0003757482,0.00141909,0.0001442373],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973159,0.00005760165,0.0001508875,0.0001643169,0.00003003781,0.001676195,0.0001892239,0.00001723846,0.0003985628],"genre_scores_gemma":[0.9926716,0.0001527697,0.002390391,0.0004343024,0.0001158955,0.00363021,0.0002374759,0.00001201615,0.0003553513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01564107,"threshold_uncertainty_score":0.05936563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2090679166227729,"score_gpt":0.4874334887168658,"score_spread":0.2783655720940929,"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."}}