{"id":"W4410348224","doi":"10.1177/27527530251318597","title":"COG KidsCare App Improves Caregivers’ Perceived Education and Support During Their Child's Cancer Journey","year":2025,"lang":"en","type":"article","venue":"Journal of Pediatric Hematology/Oncology Nursing","topic":"Childhood Cancer Survivors' Quality of Life","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CancerCare Manitoba; Dalhousie University; Izaak Walton Killam Health Centre","funders":"","keywords":"Cog; Psychology; Gerontology; Medical education; Computer science; Medicine; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0009938271,0.0002468934,0.0003003851,0.0003360664,0.0005212118,0.0007962229,0.0003642447,0.0003782084,0.00506905],"category_scores_gemma":[0.007309501,0.0001194438,0.0004464549,0.0002023414,0.000200232,0.0005159663,0.000952675,0.0005492393,0.0004760043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004178088,"about_ca_system_score_gemma":0.001017464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002557176,"about_ca_topic_score_gemma":0.007947204,"domain_scores_codex":[0.9993361,0.0002474413,0.00004413885,0.000067948,0.0001803021,0.0001240408],"domain_scores_gemma":[0.9981577,0.0009321471,0.000257517,0.0000655146,0.0001996927,0.0003874797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001001787,0.002900297,0.1632511,0.002717688,0.0001943469,0.001406351,0.02275974,0.0005282009,0.00288017,0.0002669397,0.05310267,0.7489906],"study_design_scores_gemma":[0.0004579305,0.006656131,0.789707,0.004135409,0.0009570072,0.005856091,0.04252778,0.001891746,0.007066065,0.0007338739,0.1397739,0.0002370236],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833946,0.002258318,0.001032593,0.001875252,0.0001168367,0.0002140716,0.0005964375,0.0003872708,0.01012451],"genre_scores_gemma":[0.9860917,0.002212423,0.007198387,0.0004678434,0.00002458127,0.0003214024,0.0004632516,0.0000313307,0.003189049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00506905,"threshold_uncertainty_score":0.01695764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01457803118423879,"score_gpt":0.3452616319111879,"score_spread":0.3306836007269491,"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."}}