{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001673857,0.0001320011,0.0001531842,0.0001570747,0.0002012555,0.0001574822,0.001727936,0.00008245453,0.0001724555],"category_scores_gemma":[0.0007798242,0.0001044239,0.00001954989,0.0004921276,0.00003625798,0.0002132454,0.0006471283,0.0004487305,0.001650175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003641413,"about_ca_system_score_gemma":0.0001366563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003280926,"about_ca_topic_score_gemma":0.00001559752,"domain_scores_codex":[0.997543,0.0003312592,0.0002474867,0.000674938,0.0009128925,0.0002904659],"domain_scores_gemma":[0.997566,0.0008178399,0.0000599755,0.001299454,0.00003266568,0.0002240511],"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":[0.000008069481,0.00007824541,0.001548925,0.00004827374,0.0000106771,0.0001735188,0.00003804536,0.001678715,0.000009761837,0.0949728,0.01072106,0.8907119],"study_design_scores_gemma":[0.0003558949,0.00006380619,0.004220785,0.00002737199,0.000003117531,0.000009943048,0.00001697404,0.9726948,0.000006086545,0.00001892085,0.0224579,0.0001243941],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00003593323,0.00000599106,0.9891478,0.003547705,0.0002613297,0.00007953794,0.0001165645,0.001617542,0.005187583],"genre_scores_gemma":[0.6157761,0.00001002813,0.3747508,0.0007248197,0.0002507189,0.00002218949,0.006981363,0.00003275997,0.001451256],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9710161,"threshold_uncertainty_score":0.9991271,"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."}}