{"id":"W2905543242","doi":"10.1186/s12877-018-0986-x","title":"Development and validation of a screener based on interRAI assessments to measure informal caregiver wellbeing in the community","year":2018,"lang":"en","type":"article","venue":"BMC Geriatrics","topic":"Family Caregiving in Mental Illness","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Institute for Aging; University of Waterloo","funders":"University of Waterloo","keywords":"Medicine; Measure (data warehouse); Rehabilitation; Gerontology; Nursing; Physical therapy; Data mining; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001430167,0.0001234327,0.0001352572,0.0002134818,0.0001430706,0.00003452825,0.0003326855,0.0000843805,0.00002534614],"category_scores_gemma":[0.0001074004,0.0000991307,0.0000247687,0.0003894075,0.00005824913,0.00007394033,0.0001162885,0.000210268,0.00002170776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009391746,"about_ca_system_score_gemma":0.00007139761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003789381,"about_ca_topic_score_gemma":0.0007910238,"domain_scores_codex":[0.998623,0.0004675026,0.0002722656,0.0001378714,0.0003139183,0.0001855097],"domain_scores_gemma":[0.9991238,0.0002189179,0.0001098323,0.0004090961,0.00009980498,0.00003859711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001362956,0.001152243,0.6496319,0.000317106,0.00008481343,0.000007961951,0.2998856,0.000730388,0.001432593,0.001569817,0.004564106,0.03926047],"study_design_scores_gemma":[0.00178478,0.0005101113,0.9574897,0.0001448985,0.00002430508,0.000003892472,0.03262018,0.000264594,0.003502544,0.00002038293,0.003356482,0.0002781543],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983479,0.000006997558,0.004593543,0.00003620074,0.0004534589,0.0003126499,0.000004913972,0.00001487975,0.01109838],"genre_scores_gemma":[0.9934052,1.845525e-7,0.005947502,0.0004863979,0.00004522394,0.0000429154,0.00001741788,0.00001200082,0.0000431093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3078578,"threshold_uncertainty_score":0.4042433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07071772821965662,"score_gpt":0.3385032160419041,"score_spread":0.2677854878222475,"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."}}