{"id":"W4390200393","doi":"10.1002/alz.077368","title":"Leading Multi‐level Change to Build a Better System to Support Family Caregivers","year":2023,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Covenant Health; University of British Columbia; University of Calgary; University of Regina; Alzheimer Society of Canada; University of Alberta; Alberta Environment and Protected Areas; University of Manitoba; Alberta Health; Alberta Health Services","funders":"","keywords":"Psychology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.03236471,0.0007811591,0.0003701326,0.001204718,0.01403354,0.01002528,0.003127337,0.003311313,0.01939188],"category_scores_gemma":[0.0189509,0.0003939521,0.001058729,0.0007214631,0.007781682,0.008390842,0.02556242,0.006450547,0.002492575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01308477,"about_ca_system_score_gemma":0.04635104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007319892,"about_ca_topic_score_gemma":0.011171,"domain_scores_codex":[0.9722029,0.01953885,0.0006325282,0.001648031,0.002280022,0.003697631],"domain_scores_gemma":[0.9847665,0.003015913,0.0008515301,0.00205021,0.002496206,0.00681955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003181929,0.00346339,0.02754225,0.002247147,0.0002467731,0.001322029,0.1395102,0.005426529,0.003966376,0.2445719,0.127062,0.4443232],"study_design_scores_gemma":[0.0002575762,0.001089587,0.01102372,0.002806809,0.0001581599,0.0004197238,0.1920907,0.004663745,0.004333097,0.1675615,0.6154923,0.000103079],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2171506,0.003652413,0.1418816,0.39744,0.003792293,0.004241409,0.0004267237,0.001416962,0.2299981],"genre_scores_gemma":[0.8936234,0.0007761989,0.06511623,0.02074293,0.0002374669,0.001789188,0.0001875622,0.0001975753,0.01732942],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03236471,"threshold_uncertainty_score":0.171163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4018294497310126,"score_gpt":0.4347055125928124,"score_spread":0.03287606286179973,"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."}}