{"id":"W4411144478","doi":"10.2196/67816","title":"Patient Perspectives on Artificial Intelligence in Medical Imaging","year":2025,"lang":"en","type":"article","venue":"Journal of Participatory Medicine","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Artificial intelligence; Computer science; Medical physics; Medicine; World Wide Web","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":[0.00170548,0.0001388392,0.0004545689,0.0007204892,0.00006052252,0.000007593083,0.0001167415,0.00009202298,0.0006678641],"category_scores_gemma":[0.004642876,0.0001008939,0.00008696573,0.0005932385,0.0002995114,0.00008554634,0.00001971259,0.0006780085,0.00002427844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003315878,"about_ca_system_score_gemma":0.0008101288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001126724,"about_ca_topic_score_gemma":0.00005015682,"domain_scores_codex":[0.9972127,0.0001588788,0.001406268,0.0001916379,0.0007323187,0.0002982137],"domain_scores_gemma":[0.9983121,0.000458044,0.0002333896,0.0002058954,0.0004800014,0.0003105896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001760557,0.00179083,0.06065211,0.000169442,0.00008567299,0.001057436,0.0370213,0.000225651,0.001156003,0.01696252,0.005232287,0.8738862],"study_design_scores_gemma":[0.001078409,0.009293819,0.1079197,0.02353829,0.0007105019,0.001273674,0.6978992,0.03778879,0.05910713,0.0504037,0.01017384,0.000812902],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9418656,0.002750535,0.002614347,0.0491228,0.001717159,0.0002066637,3.123511e-7,0.00001336662,0.001709266],"genre_scores_gemma":[0.9954635,0.0003058816,0.0001056969,0.003308472,0.0007655895,0.000009827933,6.778844e-7,0.000009432499,0.00003095773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8730733,"threshold_uncertainty_score":0.7312644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2040357725178896,"score_gpt":0.5042160859436321,"score_spread":0.3001803134257425,"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."}}