{"id":"W4413583174","doi":"10.2196/74258","title":"Engaging Young People With Mental Health Needs and Exploring Outputs From a Resource Development Project: Qualitative Interview Study","year":2025,"lang":"en","type":"article","venue":"Journal of Participatory Medicine","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Research England; National Institute for Health and Care Research","keywords":"Thematic analysis; Empowerment; Mental health; Resource (disambiguation); Psychology; Feeling; Qualitative research; Medical education; Peer support; Medicine; Sociology; Social psychology; Political science","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":[0.02462016,0.0008652292,0.0009405633,0.003001407,0.01012757,0.004751942,0.002228892,0.002029084,0.002627712],"category_scores_gemma":[0.02862647,0.0009352186,0.000572659,0.002725859,0.009681013,0.00421589,0.009790849,0.003213982,0.0004710978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007508051,"about_ca_system_score_gemma":0.01043094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007594508,"about_ca_topic_score_gemma":0.01007198,"domain_scores_codex":[0.9811751,0.01449173,0.0006231457,0.0006506292,0.001001514,0.002057828],"domain_scores_gemma":[0.965104,0.02669379,0.001635252,0.0007123023,0.002320149,0.003534426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002624358,0.00004492722,0.001518615,0.0001624301,0.000003128481,0.0007300539,0.9913951,0.00003875418,0.0004732789,0.0008804573,0.0003905903,0.004336473],"study_design_scores_gemma":[0.000005293582,0.00003525047,0.0006728537,0.0001629014,0.00000264257,0.0001442101,0.9933892,0.00005601745,0.0002044302,0.0002542775,0.005065965,0.000006921029],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772823,0.0009326736,0.007738469,0.003948598,0.0001012405,0.001583866,0.000406146,0.00004759664,0.007959103],"genre_scores_gemma":[0.9848757,0.00143087,0.005871229,0.001224115,0.00003204395,0.002641629,0.0002067375,0.00005100747,0.003666608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02462016,"threshold_uncertainty_score":0.1302054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6108429861613841,"score_gpt":0.5417380096272039,"score_spread":0.06910497653418024,"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."}}