{"id":"W4283319497","doi":"10.2196/34753","title":"A Clinical Decision Support System for Assessing the Risk of Cervical Cancer: Development and Evaluation Study","year":2022,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"AI in cancer detection","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Iran University of Medical Sciences","keywords":"Cervical cancer; Medicine; Clinical decision support system; Decision support system; Risk assessment; Cancer; Disease; Health care; Gynecology; Intensive care medicine; Internal medicine; Data mining; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00985521,0.0006570159,0.0005649391,0.001233606,0.0003471947,0.001003072,0.0009473658,0.0008539586,0.002072761],"category_scores_gemma":[0.01929309,0.0002584521,0.0005242722,0.0008542113,0.0003408146,0.00132568,0.0006920545,0.0006112284,0.0003936306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009771632,"about_ca_system_score_gemma":0.002288243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002778086,"about_ca_topic_score_gemma":0.001314845,"domain_scores_codex":[0.9962168,0.002206031,0.0003788891,0.0002357628,0.0007948863,0.0001677059],"domain_scores_gemma":[0.986658,0.008002362,0.0004255956,0.00051994,0.003671986,0.0007221342],"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":[0.006702956,0.01570108,0.1865267,0.002748551,0.0006340778,0.001443896,0.002773357,0.03017569,0.02015128,0.002810047,0.009278966,0.7210534],"study_design_scores_gemma":[0.005569975,0.04983599,0.205554,0.001185961,0.001538374,0.0024762,0.003650613,0.665682,0.03994639,0.001783833,0.02248718,0.0002895184],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9408576,0.000598269,0.04678351,0.0005507307,0.0001111978,0.006439209,0.0009446746,0.0007842357,0.002930448],"genre_scores_gemma":[0.8441702,0.0006134097,0.1493264,0.0001729097,0.00003605521,0.002913906,0.001815526,0.00002598644,0.0009257178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00985521,"threshold_uncertainty_score":0.05211997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05999461278378874,"score_gpt":0.4234037059758423,"score_spread":0.3634090931920536,"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."}}