{"id":"W7082633063","doi":"10.1177/16094069251378343","title":"Reshaping Adolescent and Young Adult Cancer Care and Support Through Participatory Engagement","year":2025,"lang":"en","type":"article","venue":"International Journal of Qualitative Methods","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Spinal Cord Injury BC; BC Cancer Agency; Royal Roads University; Michael Smith Health Research BC","funders":"Michael Smith Health Research BC; Vancouver Foundation","keywords":"Participatory action research; Health care; Citizen journalism; Cancer survivor; Cancer; Action (physics); Call to action; Session (web analytics); Participatory evaluation","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.05156965,0.0006313226,0.0006048933,0.001600702,0.01539434,0.007604337,0.003167317,0.001578363,0.003438677],"category_scores_gemma":[0.03017772,0.0005925701,0.00104924,0.0009258254,0.01442193,0.004680663,0.02638635,0.005522336,0.0005580026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01099074,"about_ca_system_score_gemma":0.04797757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0269501,"about_ca_topic_score_gemma":0.07563147,"domain_scores_codex":[0.9385755,0.05327852,0.000725435,0.001949558,0.002219206,0.003251741],"domain_scores_gemma":[0.973883,0.01273405,0.001342927,0.002123707,0.002316581,0.007599819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007463714,0.0004444229,0.008018738,0.0004715679,0.00005053854,0.0008293506,0.8702582,0.0005237595,0.001133138,0.02744205,0.006381965,0.0843717],"study_design_scores_gemma":[0.0001174257,0.0003782226,0.006576749,0.001610279,0.0000600869,0.0004575765,0.7218114,0.00127329,0.001032648,0.03947616,0.2271358,0.00007046938],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6572888,0.006026514,0.1118717,0.09975871,0.001243396,0.007825594,0.0003365944,0.0003361935,0.1153124],"genre_scores_gemma":[0.9443859,0.00200446,0.04174574,0.003762943,0.0001165313,0.002315688,0.00008809327,0.00006513034,0.005515656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05156965,"threshold_uncertainty_score":0.2727297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.416890204700707,"score_gpt":0.5749530423648176,"score_spread":0.1580628376641106,"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."}}