{"id":"W4412197197","doi":"10.3390/info16070591","title":"Multimodal Artificial Intelligence in Medical Diagnostics","year":2025,"lang":"en","type":"article","venue":"Information","topic":"Machine Learning in Healthcare","field":"Computer Science","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton","funders":"Natural Sciences and Engineering Research Council of Canada; Université de Moncton","keywords":"Artificial intelligence; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0004608842,0.00005387822,0.00006692403,0.0002240406,0.00004812744,0.00008319926,0.0004585461,0.00008312374,0.00002503103],"category_scores_gemma":[0.00190151,0.00005299758,0.00001468087,0.0004875075,0.0000188684,0.000780336,0.0001497371,0.0002524625,0.0001620241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005957306,"about_ca_system_score_gemma":0.0001783401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002363008,"about_ca_topic_score_gemma":0.00009238418,"domain_scores_codex":[0.9990848,0.00004777058,0.0003736787,0.00007541863,0.0002764534,0.0001419287],"domain_scores_gemma":[0.9993553,0.0002819777,0.00005447805,0.0001980002,0.00006593503,0.00004434695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001919405,0.000009790005,0.003615957,0.00002627359,6.873489e-7,0.000002266628,0.0009201142,0.001841487,2.006757e-7,0.2698365,0.0001402562,0.7236046],"study_design_scores_gemma":[0.00003812803,0.00001389287,0.01736143,0.00005861891,3.625528e-7,0.000002141117,0.00004921392,0.9680187,0.00006640665,0.01098771,0.003351026,0.0000524115],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009004136,0.00002242516,0.9776226,0.00789501,0.0005961953,0.0001291613,6.727954e-7,0.0001045822,0.004625255],"genre_scores_gemma":[0.984423,0.00002279443,0.01354604,0.001947773,0.00002621764,0.00001696432,0.0000074397,0.000001072865,0.000008738672],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9754188,"threshold_uncertainty_score":0.2276423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01335965199089224,"score_gpt":0.3255027380438889,"score_spread":0.3121430860529967,"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."}}