{"id":"W4409455175","doi":"10.1177/16094069251328146","title":"Exploring Youth Substance Use Challenges and Solutions: Initial Developments in Participatory Research Focused on the Icelandic Prevention Model","year":2025,"lang":"en","type":"article","venue":"International Journal of Qualitative Methods","topic":"Community Health and Development","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Students Commission; Mental Health Commission of Canada; Centre for Addiction and Mental Health; Carleton University; Royal Ottawa Mental Health Centre; McGill University; Leeds, Grenville & Lanark District Health Unit; University of Ottawa","funders":"Canadian Institutes of Health Research","keywords":"Icelandic; Citizen journalism; Substance use; Political science; Psychology; Sociology; Clinical psychology; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1118547,0.0006321017,0.0006190396,0.00155262,0.008103479,0.00894743,0.002107689,0.001435765,0.002063485],"category_scores_gemma":[0.02371115,0.0005307665,0.0006129126,0.001822973,0.01422598,0.005418606,0.01177096,0.002711151,0.0001702244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02057648,"about_ca_system_score_gemma":0.04696403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03781993,"about_ca_topic_score_gemma":0.08365306,"domain_scores_codex":[0.9355123,0.05588535,0.001201728,0.001981786,0.002763471,0.002655242],"domain_scores_gemma":[0.9566891,0.03445144,0.001327101,0.002150038,0.003440341,0.001941943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001187816,0.000422455,0.01386933,0.001326867,0.00003054914,0.0006489635,0.8189391,0.0008835891,0.0008619034,0.05661789,0.002044348,0.1042362],"study_design_scores_gemma":[0.00009072037,0.0005949551,0.01372154,0.006368298,0.00009896853,0.0004756664,0.7948934,0.002064883,0.002194037,0.01555422,0.1638752,0.00006811641],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6723945,0.01489906,0.1163897,0.04209402,0.001064383,0.008682701,0.0004795289,0.0001470462,0.1438491],"genre_scores_gemma":[0.8951324,0.007206421,0.08518486,0.002158477,0.0001192816,0.004995409,0.0001342063,0.00005813482,0.005010842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1118547,"threshold_uncertainty_score":0.5915515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9881842256013685,"score_gpt":0.7657270768610857,"score_spread":0.2224571487402829,"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."}}