{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006629654,0.000315769,0.00122742,0.0008779399,0.0003182096,0.00003221191,0.0002265014,0.0004475717,0.00008298345],"category_scores_gemma":[0.0004525273,0.0002791073,0.0002623291,0.0004624988,0.0002909991,0.0002444028,0.00006075798,0.001056252,0.000003301302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009511617,"about_ca_system_score_gemma":0.004348963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006272073,"about_ca_topic_score_gemma":0.00005232696,"domain_scores_codex":[0.997427,0.0002809724,0.001133424,0.0003728473,0.0003025985,0.0004830937],"domain_scores_gemma":[0.997408,0.0003255162,0.001015225,0.0002620924,0.0006166084,0.000372615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00323834,0.003963016,0.6561915,0.003975542,0.002119113,0.000694755,0.1059164,0.00001320767,0.005293347,0.0008216926,0.1193193,0.09845379],"study_design_scores_gemma":[0.01204945,0.001726347,0.8693947,0.002967477,0.004620878,0.01987137,0.07531307,0.00003116652,0.001867824,0.001064666,0.01037886,0.0007142102],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9376673,0.02408782,0.0000777036,0.03026765,0.003668193,0.0003783928,0.000008707071,0.00004601462,0.003798186],"genre_scores_gemma":[0.9910737,0.004119875,0.0007506079,0.00152502,0.002097511,0.000013317,0.000006731947,0.00003238118,0.0003808747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2132032,"threshold_uncertainty_score":0.9999661,"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."}}