{"id":"W4399603693","doi":"10.55752/amwa.2024.352","title":"Copilot — Essential AI Assistant to Medical Writers","year":2024,"lang":"en","type":"article","venue":"AMWA Journal","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foremost (Canada)","funders":"","keywords":"Workflow; Software deployment; Microsoft Office; Computer science; Certification; Work (physics); Computer security; World Wide Web; Management; Software engineering; Database; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000603702,0.00008285034,0.0001413362,0.0001749006,0.0001294845,0.0001309963,0.0000862314,0.00008880199,0.004519031],"category_scores_gemma":[0.0005127348,0.00006404181,0.00008578671,0.0002522868,0.00004414577,0.0001049665,0.00001803297,0.0006160448,0.0007913202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001555803,"about_ca_system_score_gemma":0.001290462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001122156,"about_ca_topic_score_gemma":0.000041053,"domain_scores_codex":[0.99859,0.00004148909,0.0003956118,0.0001532592,0.0005572153,0.0002624249],"domain_scores_gemma":[0.9987619,0.0001002397,0.00002569557,0.0001098739,0.0001521849,0.0008501101],"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":[0.0002661764,0.0002174784,0.00524989,0.0002000695,0.0001309831,0.001841508,0.004701424,0.000007913214,0.003506788,0.002355146,0.4714971,0.5100255],"study_design_scores_gemma":[0.0002123578,0.002013125,0.006451829,0.003847058,0.0002583138,0.01191074,0.003814236,0.003983119,0.02128081,0.005588965,0.9401655,0.0004739174],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6847383,0.00201263,0.01689772,0.2845435,0.008881812,0.0002348973,0.000003359133,0.0001062817,0.002581452],"genre_scores_gemma":[0.9838244,0.0002223601,0.0003611857,0.01083705,0.00382536,0.000005710213,0.000004641801,0.00001700682,0.0009022597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5095516,"threshold_uncertainty_score":0.9999867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09899281879578649,"score_gpt":0.487969884611365,"score_spread":0.3889770658155785,"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."}}