{"id":"W4200232700","doi":"10.1093/geroni/igab046.2399","title":"Meet Caregivers Where They Are: A Remote Intervention Connecting Caregivers to Community Resources","year":2021,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intervention (counseling); Family caregivers; Resource (disambiguation); Medicine; Quarter (Canadian coin); Population; Gerontology; Randomized controlled trial; Nursing; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002333846,0.0001307655,0.0002193233,0.0004546686,0.001444705,0.00005809357,0.0001485392,0.0001588718,0.0001469426],"category_scores_gemma":[0.001980945,0.0001475585,0.00003445561,0.001824101,0.00001551781,0.0002991614,0.0001453681,0.0008740199,0.00002704824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005638882,"about_ca_system_score_gemma":0.0002052679,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01526266,"about_ca_topic_score_gemma":0.06003472,"domain_scores_codex":[0.9967526,0.001631607,0.0008317052,0.0002519262,0.0002067676,0.0003253708],"domain_scores_gemma":[0.9975476,0.0003933833,0.0003526588,0.0003679903,0.001278378,0.00006003263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001342744,0.0002046697,0.1984723,0.00155671,0.00008138202,0.00007384284,0.6612054,0.05337193,0.003518352,0.02130262,0.006648427,0.05343012],"study_design_scores_gemma":[0.002601042,0.00008486554,0.01973582,0.006635787,0.00001921381,0.000009308216,0.9216271,0.01300307,0.0003160462,0.001580381,0.03382682,0.0005605218],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9562958,0.00007733044,0.02746847,0.01050926,0.0006974685,0.0004386648,0.0000143437,0.0001256546,0.004372994],"genre_scores_gemma":[0.9898756,0.00002152929,0.00805003,0.001247956,0.0001228685,0.00002436297,0.00009657965,0.00002622254,0.0005349003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2604217,"threshold_uncertainty_score":0.9998553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07970845339200965,"score_gpt":0.413109480107251,"score_spread":0.3334010267152413,"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."}}