{"id":"W4386213601","doi":"10.1117/12.2687397","title":"Multimodal medical data statistical system based on machine learning algorithm","year":2023,"lang":"en","type":"article","venue":"","topic":"Machine Learning and Data Classification","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Big data; Machine learning; Artificial intelligence; Statistic; Decision tree; Algorithm; Online machine learning; Data mining; Unsupervised learning; Mathematics","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":[0.001043065,0.0004925003,0.001074027,0.001645778,0.0005292484,0.001402096,0.0009292999,0.0006860407,0.003387318],"category_scores_gemma":[0.003050495,0.0002005304,0.0006675139,0.001442237,0.0004215462,0.001585551,0.0008363413,0.0006480193,0.001041073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007192872,"about_ca_system_score_gemma":0.0008506252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002060314,"about_ca_topic_score_gemma":0.0009433366,"domain_scores_codex":[0.998997,0.0002253078,0.00008358761,0.0002861419,0.0003460951,0.00006182785],"domain_scores_gemma":[0.9994019,0.0002220461,0.00005141845,0.00005088143,0.0002397305,0.00003402661],"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":[0.0004526995,0.0002533664,0.01000214,0.0002941317,0.0002269882,0.0005372224,0.000340709,0.1463691,0.01443562,0.04210545,0.01266236,0.7723203],"study_design_scores_gemma":[0.00001902462,0.00009172272,0.001347777,0.00001804296,0.00004270464,0.0002682179,0.00003586902,0.9807174,0.002673839,0.01066627,0.004086386,0.00003281647],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01614278,0.000709198,0.975963,0.0005400847,0.0001262181,0.0001316798,0.000175711,0.002796049,0.00341535],"genre_scores_gemma":[0.602065,0.001306428,0.3878676,0.0004411083,0.0003939462,0.0004711574,0.0006925011,0.0001946136,0.00656762],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003387318,"threshold_uncertainty_score":0.01133174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03435537855713543,"score_gpt":0.3094493824961634,"score_spread":0.2750940039390279,"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."}}