{"id":"W4408186016","doi":"10.2196/68572","title":"Implementation of Clinical Practice Guidelines to Prevent Cervical Cancer: Mixed Methods Study","year":2025,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fogarty International Center; National Cancer Institute","keywords":"Preprint; Cervical cancer; Medicine; Cancer; Computer science; Internal medicine; World Wide Web","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0023612,0.0001560551,0.0006380003,0.0001568373,0.00005537407,0.00001802256,0.0001901884,0.00009559942,0.005528823],"category_scores_gemma":[0.001165272,0.0001259912,0.0001762036,0.0007671726,0.0000443726,0.00008084478,0.0002317094,0.0003252324,0.00001045133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002586886,"about_ca_system_score_gemma":0.001425344,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00912044,"about_ca_topic_score_gemma":0.005762639,"domain_scores_codex":[0.9968953,0.0004669349,0.001228915,0.000470554,0.0006320096,0.0003062707],"domain_scores_gemma":[0.9966456,0.0004730002,0.0001731231,0.000433546,0.002033509,0.0002412434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001174445,0.0009434004,0.06270326,0.000235972,0.0003762471,0.000005791278,0.0004047949,0.00001390936,0.0002695962,0.00009564923,0.06941053,0.8643664],"study_design_scores_gemma":[0.002673569,0.0008344443,0.6614881,0.00007002238,0.0003548212,0.000001014472,0.00419105,0.00008701041,0.003414505,0.00005054515,0.326725,0.0001099755],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.769635,0.009975692,0.005428262,0.1751219,0.00445243,0.01308854,0.000171197,0.0001794967,0.02194753],"genre_scores_gemma":[0.9310429,0.001803798,0.0349846,0.01982558,0.001962867,0.005811002,0.00001843422,0.00005632994,0.004494548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8642564,"threshold_uncertainty_score":0.9974779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2072232992015269,"score_gpt":0.6956882580088853,"score_spread":0.4884649588073584,"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."}}