{"id":"W4223495895","doi":"10.3171/2022.2.peds21419","title":"A qualitative study of transitioning patients with hydrocephalus from pediatric to adult care: fear of uncertainty, communication gaps, independence, and loss of relationships","year":2022,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Adolescent and Pediatric Healthcare","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; NeuroDevNet; University of British Columbia; BC Children's Hospital","funders":"Faculty of Medicine, University of British Columbia","keywords":"Qualitative research; Hydrocephalus; Cohort; Cohort study; Qualitative analysis","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":[0.01247389,0.0006129619,0.0009518053,0.001324848,0.01277163,0.003576306,0.001856074,0.001602602,0.002915819],"category_scores_gemma":[0.01928746,0.000727533,0.0005964504,0.001587142,0.00928446,0.003871472,0.004034008,0.003593298,0.0002686337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007718161,"about_ca_system_score_gemma":0.01135743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02131088,"about_ca_topic_score_gemma":0.03799142,"domain_scores_codex":[0.9909162,0.006466324,0.0003389427,0.0004082491,0.0006345286,0.001235715],"domain_scores_gemma":[0.9758858,0.01775546,0.001470603,0.0003578874,0.001937312,0.002592942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002214584,0.0000341335,0.001656707,0.00014405,0.000002880656,0.0008485622,0.9941838,0.00002670336,0.0002334527,0.0005936496,0.0004594006,0.001794505],"study_design_scores_gemma":[0.000002792202,0.00003155062,0.0004829325,0.0001337415,0.000002336483,0.0002222413,0.9957224,0.00002840638,0.00007959695,0.00009324926,0.003195167,0.000005495238],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850804,0.001553833,0.002632788,0.004468359,0.0001600127,0.0004189025,0.0002467547,0.00002265513,0.005416296],"genre_scores_gemma":[0.9922007,0.001862331,0.001745879,0.001394853,0.00003306639,0.0004530725,0.00008289378,0.00002048639,0.002206685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02131088,"threshold_uncertainty_score":0.06596905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.056192720292981,"score_gpt":0.3786780784491736,"score_spread":0.3224853581561926,"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."}}