{"id":"W4385409119","doi":"10.1097/01.eem.0000947540.64716.29","title":"AI in the ED? Maybe","year":2023,"lang":"en","type":"article","venue":"Emergency Medicine News","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.00470245,0.0008675469,0.001134827,0.001572188,0.001589612,0.006441858,0.001865897,0.008887746,0.07585724],"category_scores_gemma":[0.03412929,0.000450406,0.001184223,0.001230304,0.004328381,0.01536177,0.002379068,0.01510656,0.02275011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001646972,"about_ca_system_score_gemma":0.002693088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005257854,"about_ca_topic_score_gemma":0.005911358,"domain_scores_codex":[0.9968737,0.00107143,0.0003135595,0.0005373328,0.0008605343,0.0003434214],"domain_scores_gemma":[0.9874738,0.005323722,0.0008167133,0.0005432369,0.004225248,0.001617213],"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":[0.0000764619,0.00002502926,0.0009279182,0.001074926,0.00005998428,0.0001676978,0.0002717117,0.00005309535,0.00005786185,0.008902524,0.9068282,0.08155467],"study_design_scores_gemma":[0.0001176087,0.0001414394,0.003160598,0.01117291,0.0001541818,0.002202317,0.003539182,0.0002467352,0.0001941308,0.06242774,0.916545,0.00009820879],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005933192,0.03351718,0.001127662,0.9088363,0.04346959,0.00003152365,0.0003479016,0.0001751752,0.0119014],"genre_scores_gemma":[0.02884418,0.07824874,0.003967301,0.7934622,0.06241096,0.0001304834,0.000473017,0.0002043944,0.03225874],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07585724,"threshold_uncertainty_score":0.2537678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2698699268583225,"score_gpt":0.5081550441880454,"score_spread":0.2382851173297229,"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."}}