{"id":"W4409274641","doi":"10.1080/15412555.2025.2481260","title":"Understanding the Unmet Needs, Experiences, and Perspectives of COPD Caregivers: A Scoping Review","year":2025,"lang":"en","type":"review","venue":"COPD Journal of Chronic Obstructive Pulmonary Disease","topic":"Family Support in Illness","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Saskatchewan Health Research Foundation; University of Regina","keywords":"COPD; Medicine; Gerontology; Intensive care medicine; Psychiatry","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":[0.006936319,0.001071747,0.00301427,0.01177224,0.001143625,0.003534449,0.001072996,0.002046027,0.002917887],"category_scores_gemma":[0.02767653,0.0007271154,0.002700031,0.01062329,0.0008013769,0.00287374,0.002234366,0.001319743,0.0003058451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002467756,"about_ca_system_score_gemma":0.01199382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007337091,"about_ca_topic_score_gemma":0.02236226,"domain_scores_codex":[0.9954318,0.001941495,0.001344579,0.0002534942,0.0008370316,0.0001915887],"domain_scores_gemma":[0.9807922,0.01603322,0.001533232,0.0001749777,0.001284205,0.0001820688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00007687272,0.00003551683,0.001069926,0.6670951,0.001859885,0.0003190168,0.003771879,0.0001678694,0.000275352,0.001781127,0.006212407,0.317335],"study_design_scores_gemma":[0.00001348786,0.00005053417,0.002188166,0.922868,0.003420559,0.0004984288,0.00286231,0.00004781852,0.00009842951,0.0006025222,0.06732516,0.00002458742],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006707633,0.9980425,0.0001085484,0.0003857888,0.0001197492,0.00006315258,0.00006820553,0.000002455122,0.0005388712],"genre_scores_gemma":[0.003757572,0.9955474,0.0002077377,0.000196681,0.00003537388,0.0001103204,0.00005835194,0.000001544765,0.0000849248],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01177224,"threshold_uncertainty_score":0.03668326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0777552139173741,"score_gpt":0.3517185209796565,"score_spread":0.2739633070622824,"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."}}