{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003057677,0.0007119916,0.0008397087,0.001690338,0.0003465161,0.002887439,0.0008982675,0.001571789,0.002964735],"category_scores_gemma":[0.005337435,0.0003130259,0.0006839843,0.001686701,0.001752852,0.0023266,0.001719484,0.0018344,0.0007172354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001141393,"about_ca_system_score_gemma":0.0009754825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001173238,"about_ca_topic_score_gemma":0.001143601,"domain_scores_codex":[0.9984635,0.0008740356,0.00008834749,0.0001853328,0.0003268498,0.0000619954],"domain_scores_gemma":[0.9980088,0.001485302,0.0001033392,0.0001248528,0.0002310284,0.0000466938],"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":[0.0001615775,0.000074736,0.003236592,0.003418581,0.0003316921,0.0003404465,0.0004964562,0.03801966,0.005020841,0.2080457,0.02015056,0.7207032],"study_design_scores_gemma":[0.00004792164,0.0002699051,0.004729229,0.003202022,0.0002977812,0.001416512,0.0004887476,0.1595245,0.008503553,0.6021921,0.2191335,0.0001942121],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01452297,0.3159773,0.6061482,0.02085811,0.001080598,0.0001928311,0.000772253,0.001096895,0.0393509],"genre_scores_gemma":[0.4587061,0.2411572,0.2833288,0.006726929,0.002424974,0.0003955834,0.0009490494,0.0002234185,0.006087828],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003057677,"threshold_uncertainty_score":0.01617074,"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."}}