{"id":"W2889026671","doi":"10.7759/cureus.3205","title":"MedsOnCall Pager App: A Pilot Project for Practicing Safe Clinical Decision-making","year":2018,"lang":"en","type":"article","venue":"Cureus","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"University of Ottawa","keywords":"Pager; Preparedness; Medicine; Medical education; Clinical decision making; Family medicine; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001941961,0.0001926605,0.0005453164,0.00005752772,0.0001468762,0.00004265905,0.0001606807,0.000198192,0.0002974493],"category_scores_gemma":[0.3039463,0.0001448668,0.0002475349,0.0001888369,0.0002100259,0.0000847581,0.0000952275,0.0003339353,0.0002344313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006908643,"about_ca_system_score_gemma":0.0003896713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004309205,"about_ca_topic_score_gemma":0.00005623334,"domain_scores_codex":[0.9977884,0.00008493027,0.0008008353,0.0005416025,0.000350288,0.0004339605],"domain_scores_gemma":[0.940352,0.05812354,0.0002681446,0.0006255273,0.0003690215,0.0002617683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00652888,0.002833639,0.04655008,0.00007299266,0.0003845746,0.0001710302,0.0005947235,0.000001140586,0.0001610828,0.001393314,0.3650037,0.5763049],"study_design_scores_gemma":[0.02335984,0.03850041,0.1375172,0.02035334,0.002532348,0.0006511612,0.0009988537,0.009256394,0.0004629165,0.01289388,0.7519282,0.00154549],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8374617,0.001555908,0.09340996,0.005192417,0.005644561,0.004059088,0.00004321017,0.0006693095,0.05196388],"genre_scores_gemma":[0.9240892,0.0001514024,0.06754881,0.003603609,0.003549821,0.00008254271,0.00001442731,0.00005195479,0.0009082129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5747594,"threshold_uncertainty_score":0.7019169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1153298677742889,"score_gpt":0.491314050658109,"score_spread":0.3759841828838201,"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."}}