{"id":"W4406237207","doi":"10.2196/64218","title":"Community-Based 4-Level Intervention Targeting Depression and Suicidal Behavior in Europe: Protocol for an Implementation Project","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission","keywords":"Intervention (counseling); Protocol (science); European union; Mental health; Promotion (chess); Depression (economics); Public health; Medicine; Psychology; Psychiatry; Nursing; Business; Political science; Alternative medicine","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":[0.04027037,0.002661411,0.003467545,0.002174683,0.003315066,0.001972098,0.002694584,0.004115728,0.05326444],"category_scores_gemma":[0.02169706,0.001926439,0.003345669,0.001954444,0.001905827,0.001667112,0.003628612,0.00423029,0.01048249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004520196,"about_ca_system_score_gemma":0.02196677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002340236,"about_ca_topic_score_gemma":0.003542702,"domain_scores_codex":[0.9818818,0.01210181,0.002320013,0.001184974,0.001206084,0.001305248],"domain_scores_gemma":[0.9879543,0.002889343,0.001366164,0.001699346,0.004407807,0.001683148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.1851038,0.08933385,0.00915911,0.05618776,0.00155232,0.001426996,0.006491623,0.008862116,0.007706839,0.01368194,0.1249694,0.4955242],"study_design_scores_gemma":[0.3992431,0.08613595,0.05050965,0.03221109,0.001723997,0.0006881892,0.004842341,0.00466077,0.008394091,0.009954148,0.4009499,0.000686774],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.003538208,0.0001191393,0.002684318,0.0001563413,0.0001076799,0.9906924,0.001483739,0.00005329888,0.001164881],"genre_scores_gemma":[0.001102451,0.00007411356,0.004297163,0.00006024614,0.000009289475,0.9937582,0.0003367203,0.000003417899,0.0003584046],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.05326444,"threshold_uncertainty_score":0.2129726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5593477417998008,"score_gpt":0.7091888487675863,"score_spread":0.1498411069677854,"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."}}