{"id":"W4417181918","doi":"10.3389/fpsyt.2025.1702341","title":"Supporting Recovery College trainers: a qualitative study on complementary knowledge in Quebec and Lombardy","year":2025,"lang":"en","type":"article","venue":"Frontiers in Psychiatry","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université du Québec à Trois-Rivières; Institut Universitaire en Santé Mentale de Québec; Innovation and Economic Development Trois Rivières","funders":"Canadian Institutes of Health Research","keywords":"Qualitative research; Raising (metalworking); Value (mathematics); Training (meteorology); Capability approach; Knowledge translation","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003088185,0.0001117033,0.0002190003,0.0005801084,0.0002837586,0.00005701471,0.000152582,0.00006017507,0.00008518069],"category_scores_gemma":[0.0003550846,0.000123318,0.00002681794,0.001197042,0.0001652225,0.000269438,0.00002520049,0.00034293,0.00000472742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002950382,"about_ca_system_score_gemma":0.0007966379,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0112984,"about_ca_topic_score_gemma":0.1493156,"domain_scores_codex":[0.9973224,0.001555904,0.0003884007,0.0003006646,0.0001531529,0.000279424],"domain_scores_gemma":[0.9993268,0.0003168939,0.0001605674,0.0001071531,0.0000513147,0.00003728377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001091204,0.000783777,0.2781352,0.00002046612,0.00004176371,0.000001497414,0.4849998,0.000002353549,4.692769e-7,0.02743327,0.2044196,0.004052729],"study_design_scores_gemma":[0.0008868594,0.0000960581,0.09018044,0.00008425764,0.000007967205,4.075565e-8,0.8500189,0.0000109436,3.285428e-7,0.004538046,0.05406693,0.0001092387],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8726525,0.0005128221,0.0002874899,0.01616591,0.01128255,0.0008045077,0.00001242254,0.00003396212,0.0982478],"genre_scores_gemma":[0.9867707,0.00001410983,0.002861261,0.0009881875,0.0001318461,0.00005232184,0.00000804441,0.000007962432,0.009165571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3650191,"threshold_uncertainty_score":0.9952855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04550628643733935,"score_gpt":0.4710294143099474,"score_spread":0.425523127872608,"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."}}