{"id":"W4400733668","doi":"10.1007/s13721-024-00471-4","title":"A survey of artificial intelligence/machine learning-based trends for prostate cancer analysis","year":2024,"lang":"en","type":"article","venue":"Network Modeling Analysis in Health Informatics and Bioinformatics","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Prostate cancer; Health informatics; Computer science; Artificial intelligence; Data science; Cancer; Medicine; Public health; Pathology; Internal medicine","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":[0.00410281,0.0005926235,0.000834817,0.007403869,0.0004387527,0.002399959,0.001301333,0.0006825608,0.001927308],"category_scores_gemma":[0.01325156,0.0003418393,0.001036139,0.009795838,0.0004765416,0.003787127,0.0006452645,0.00132879,0.0007869495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001324821,"about_ca_system_score_gemma":0.001824933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004651179,"about_ca_topic_score_gemma":0.005850696,"domain_scores_codex":[0.9983076,0.0003230357,0.0002367682,0.0004059403,0.0006604336,0.00006616209],"domain_scores_gemma":[0.9906877,0.005092459,0.000873514,0.0004693026,0.002638415,0.0002386766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001042983,0.0001778844,0.0407755,0.002241461,0.0001748834,0.000104305,0.0001409823,0.008425927,0.00193402,0.01585515,0.01035268,0.919713],"study_design_scores_gemma":[0.00003416698,0.0008043196,0.09081107,0.004014969,0.0007923666,0.00249031,0.001052202,0.287132,0.01799613,0.07472181,0.519945,0.0002056946],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.09490246,0.5026378,0.3468005,0.01440306,0.00115915,0.0004388943,0.006517264,0.001988662,0.03115216],"genre_scores_gemma":[0.2945194,0.4258296,0.2589157,0.002023847,0.002053537,0.000308331,0.009146346,0.0004113487,0.006791828],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007403869,"threshold_uncertainty_score":0.021698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06617331174903279,"score_gpt":0.3633367562929369,"score_spread":0.2971634445439041,"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."}}