{"id":"W4389057806","doi":"10.26481/dis.20231205sp","title":"Artificial intelligence in medical imaging","year":2023,"lang":"en","type":"dissertation","venue":"","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Medical imaging; Artificial intelligence; Computer science; Data science; Cognitive science; Psychology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001527772,0.0003847144,0.0005963143,0.001055208,0.0006078297,0.00292051,0.0003560608,0.001119497,0.008922459],"category_scores_gemma":[0.002795751,0.000247696,0.0002894568,0.001069203,0.002007157,0.001604308,0.0007663001,0.002161719,0.002668724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009527404,"about_ca_system_score_gemma":0.0007356185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008256264,"about_ca_topic_score_gemma":0.0006877581,"domain_scores_codex":[0.9992292,0.0003358106,0.00003509344,0.00008247347,0.0002811101,0.00003626603],"domain_scores_gemma":[0.9982413,0.001338943,0.00004938886,0.0001114573,0.0001957252,0.000063193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002826459,0.00007624093,0.0003117319,0.0005611881,0.00003297515,0.00005696725,0.0005032763,0.003154329,0.0008160684,0.675554,0.07597031,0.2429346],"study_design_scores_gemma":[0.00001397387,0.00003387512,0.001023137,0.0005200519,0.0000181083,0.0001527358,0.0001541594,0.008641607,0.0009635028,0.5251387,0.4633241,0.00001602681],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006914599,0.3139856,0.1160024,0.03864646,0.006322614,0.0001011293,0.0001690787,0.0002088429,0.5176493],"genre_scores_gemma":[0.2173207,0.2566635,0.09140614,0.006843214,0.01492073,0.0002963411,0.0003454055,0.0002651634,0.4119388],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.008922459,"threshold_uncertainty_score":0.02984858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01670749641736183,"score_gpt":0.3659288684798986,"score_spread":0.3492213720625368,"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."}}