{"id":"W4414344951","doi":"10.36017/jahc202574475","title":"Comparison of International Recognition Procedures for the Qualification of Prevention Technician: An Analysis between the European Union and Non-EU Countries","year":2025,"lang":"en","type":"article","venue":"Journal of Advanced Health Care","topic":"Technology Assessment and Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"European union; Mutual recognition; Technician; Psychological intervention; Best practice","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000632787,0.00004763095,0.0001639165,0.0002030236,0.00006581199,0.00000739921,0.0001330919,0.00002374475,8.80775e-7],"category_scores_gemma":[0.00002764912,0.00003274438,0.00004534174,0.0001889973,0.00003042033,0.0001086855,0.00001435922,0.00008989251,3.530477e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006264774,"about_ca_system_score_gemma":0.00003007342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003739378,"about_ca_topic_score_gemma":0.0001175144,"domain_scores_codex":[0.9993405,0.00005365671,0.0004050254,0.00004832007,0.0000991909,0.00005331138],"domain_scores_gemma":[0.9992014,0.0000694654,0.0004025518,0.00008751744,0.0002291096,0.000009956254],"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":[0.00009914114,0.00007565852,0.04112993,0.001534248,0.001078832,1.445156e-7,0.003834045,0.03430073,0.0009292642,0.001305642,0.0009246301,0.9147877],"study_design_scores_gemma":[0.001155726,0.0006204367,0.9458969,0.0006140148,0.0009175737,6.666849e-7,0.03122419,0.003953736,0.004724601,0.001398371,0.009377768,0.0001159993],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3781268,0.003675176,0.6116059,0.005072962,0.0003294957,0.0007887065,0.00006341125,0.00004221816,0.0002953326],"genre_scores_gemma":[0.9964462,0.0008721559,0.002582135,0.00002624115,0.00002694443,0.000007549971,0.00002962164,0.000004316726,0.000004827349],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9146717,"threshold_uncertainty_score":0.1335277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01952220509449534,"score_gpt":0.3835786453103669,"score_spread":0.3640564402158716,"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."}}