{"id":"W4403101852","doi":"10.3390/curroncol31100445","title":"Impact of PRECEDE–PROCEED Model Audits in Cancer Screening Programs in Lombardy Region: Supporting Equity and Quality Improvement","year":2024,"lang":"en","type":"article","venue":"Current Oncology","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Audit; Medicine; Psychological intervention; Equity (law); Stakeholder; Quality management; Health equity; Environmental health; Family medicine; Accounting; Nursing; Business; Public health; Public relations","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":[0.1084802,0.0007627157,0.0009673494,0.002794844,0.002932588,0.003690117,0.002226717,0.001045201,0.002378988],"category_scores_gemma":[0.1584592,0.000949764,0.001248376,0.003155506,0.001729862,0.002644443,0.006732902,0.002142818,0.0003030491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01904048,"about_ca_system_score_gemma":0.1030025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08634042,"about_ca_topic_score_gemma":0.1174434,"domain_scores_codex":[0.9327917,0.04539957,0.004849034,0.002843811,0.00973922,0.004376647],"domain_scores_gemma":[0.8302506,0.05274594,0.03746251,0.02404809,0.04310267,0.01239014],"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":[0.003502279,0.004058428,0.4436108,0.007217031,0.0004462066,0.0005311402,0.01774885,0.01299552,0.002906923,0.004045849,0.01848081,0.484456],"study_design_scores_gemma":[0.001106344,0.006238009,0.9245657,0.004290184,0.0004229881,0.0002355512,0.009708391,0.01446595,0.004646765,0.00217702,0.03190879,0.0002343759],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8805044,0.003174727,0.03133075,0.01633824,0.0004638608,0.0447213,0.00342725,0.001398813,0.01864075],"genre_scores_gemma":[0.9316774,0.0009172382,0.05163529,0.001537683,0.0000783159,0.01079097,0.001236616,0.00006627847,0.002060235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1084802,"threshold_uncertainty_score":0.573705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5597264197648024,"score_gpt":0.5798183401686103,"score_spread":0.02009192040380792,"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."}}