{"id":"W4415749253","doi":"10.2196/81421","title":"Implementation, Experiences, Impact, and Costs of Artificial Intelligence in Chest Diagnostics: Protocol for a Mixed Methods Evaluation","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"COVID-19 diagnosis using AI","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Protocol (science); Evaluation methods; Data collection; Program evaluation; Software","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":[0.1826766,0.006429863,0.007708475,0.006523123,0.006839873,0.008823332,0.005916527,0.008966481,0.07017209],"category_scores_gemma":[0.1689582,0.00395851,0.01210973,0.006752162,0.006311669,0.007241648,0.00657654,0.01033939,0.0122554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02214772,"about_ca_system_score_gemma":0.04084605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006402787,"about_ca_topic_score_gemma":0.007657221,"domain_scores_codex":[0.8533688,0.09649064,0.022728,0.005125906,0.0133322,0.00895445],"domain_scores_gemma":[0.8376573,0.06810424,0.02303443,0.01787487,0.04746295,0.005866275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"not_applicable","study_design_scores_codex":[0.3088162,0.04988192,0.009424479,0.1686194,0.004170141,0.001917581,0.02874752,0.01575375,0.004125333,0.03983985,0.0867081,0.2819958],"study_design_scores_gemma":[0.3288463,0.1126633,0.03422498,0.09219348,0.004099816,0.0004242405,0.02565156,0.01251334,0.01168279,0.03634897,0.3399257,0.001425563],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001011859,0.00005745713,0.0007365546,0.00009404918,0.0000793226,0.9970457,0.0004704536,0.00002361233,0.0004810675],"genre_scores_gemma":[0.0003862645,0.00002169569,0.0008602643,0.00002754469,0.00000431217,0.9986035,0.00003840754,0.000001650485,0.0000563723],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1826766,"threshold_uncertainty_score":0.9660979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4262848083092508,"score_gpt":0.7204430152977067,"score_spread":0.2941582069884559,"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."}}