{"id":"W4407767410","doi":"10.2196/65565","title":"Checklist Approach to Developing and Implementing AI in Clinical Settings: Instrument Development Study","year":2025,"lang":"en","type":"article","venue":"JMIRx Med","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agency for Healthcare Research and Quality","keywords":"Checklist; Medical physics; Computer science; Medical education; Medicine; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09059738,0.001184927,0.001039624,0.008450276,0.002307375,0.002626495,0.003001157,0.001116501,0.004240884],"category_scores_gemma":[0.1405566,0.001152201,0.002374765,0.006639342,0.002128266,0.003055002,0.005969919,0.002052327,0.001248823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006254309,"about_ca_system_score_gemma":0.03169629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00285202,"about_ca_topic_score_gemma":0.005046204,"domain_scores_codex":[0.9155076,0.05408592,0.01666723,0.002304492,0.009786911,0.001647981],"domain_scores_gemma":[0.8426638,0.07410965,0.0138756,0.008916691,0.05706538,0.003368929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008316482,0.002568541,0.0748527,0.0137203,0.0004179748,0.0005170888,0.04761461,0.004446378,0.003881552,0.009999623,0.02847694,0.8126727],"study_design_scores_gemma":[0.004574708,0.01868612,0.3523959,0.0392505,0.001731361,0.004089952,0.1402885,0.02963908,0.0169099,0.02465038,0.3665392,0.001244471],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.3724504,0.003216543,0.2738234,0.005138529,0.0008263558,0.3053959,0.007388364,0.001885864,0.0298746],"genre_scores_gemma":[0.1584862,0.001518718,0.5558277,0.0008072007,0.00007602133,0.2778906,0.00335187,0.0001368114,0.00190483],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.09059738,"threshold_uncertainty_score":0.4791304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1929707903004567,"score_gpt":0.5109054689174768,"score_spread":0.3179346786170201,"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."}}