{"id":"W4386544822","doi":"10.2196/50216","title":"A Framework to Guide Implementation of AI in Health Care: Protocol for a Cocreation Research Project","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Usability; Computer science; Protocol (science); Health care; Scope (computer science); Process (computing); Process management; Quality (philosophy); Software engineering; Knowledge management; Medicine; Human–computer interaction; Engineering","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":[0.009153995,0.0001195459,0.0003019894,0.001832411,0.0003111963,0.00006353805,0.0002258984,0.0001586291,0.00008131209],"category_scores_gemma":[0.002339053,0.0001093228,0.00006102964,0.004463695,0.0001121061,0.0001344367,0.0001120433,0.0008110357,0.00009836097],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001195808,"about_ca_system_score_gemma":0.007550687,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007584693,"about_ca_topic_score_gemma":0.001504273,"domain_scores_codex":[0.995093,0.0009169044,0.001042932,0.0004956651,0.001376739,0.001074694],"domain_scores_gemma":[0.995455,0.0009826038,0.0001105842,0.0005204523,0.002689655,0.0002417283],"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":[0.00682207,0.001025984,0.04831448,0.022718,0.0000184477,0.000009676774,0.06842444,0.00001797761,0.003656745,0.006414638,0.4962351,0.3463424],"study_design_scores_gemma":[0.000959996,0.01398111,0.01202509,0.01002567,7.722718e-7,0.000002208592,0.04427787,0.0001701538,0.04101942,0.006950418,0.8704309,0.000156365],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.002052921,9.522475e-7,0.000322379,0.01543791,0.000008188133,0.9818723,0.00001503078,0.00006077547,0.0002295359],"genre_scores_gemma":[0.003022008,5.886585e-7,0.002980129,0.0002488842,0.0002976306,0.9927506,0.00005707593,0.00003816338,0.0006048706],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.3741958,"threshold_uncertainty_score":0.9990239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.803452520563014,"score_gpt":0.8056316408060304,"score_spread":0.002179120243016475,"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."}}