{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04898804,0.0008355372,0.001895237,0.004009817,0.002472075,0.003608611,0.001922018,0.001325814,0.003787576],"category_scores_gemma":[0.05696637,0.001146927,0.002676371,0.005900778,0.001282806,0.003306459,0.002952749,0.001441544,0.0004545756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004900176,"about_ca_system_score_gemma":0.00801531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004595944,"about_ca_topic_score_gemma":0.01041994,"domain_scores_codex":[0.9572965,0.02961951,0.005891349,0.001975222,0.003956354,0.001261052],"domain_scores_gemma":[0.9276726,0.0491747,0.01156159,0.002610801,0.007760483,0.001219971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.002713306,0.009540872,0.4599514,0.03302837,0.003962923,0.001659053,0.2769087,0.0006199675,0.0008433978,0.004986044,0.004604477,0.2011815],"study_design_scores_gemma":[0.002652942,0.01870393,0.3145466,0.04105791,0.005081871,0.002524249,0.5670871,0.007097161,0.002310832,0.004735871,0.03369854,0.0005030829],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9588573,0.009776696,0.006692245,0.001222,0.0001374773,0.01852833,0.001386679,0.00003312325,0.00336621],"genre_scores_gemma":[0.9297045,0.008022453,0.02373977,0.002263946,0.0001179861,0.03409085,0.0008653992,0.0000304342,0.001164634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04898804,"threshold_uncertainty_score":0.2590765,"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."}}