{"id":"W3216943975","doi":"10.7565/ssp.v4.6190","title":"The Cost of Isolation","year":2021,"lang":"en","type":"article","venue":"Social Science Protocols","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"McMaster University","keywords":"Photovoice; Social isolation; Pandemic; Isolation (microbiology); Mental health; Psychology; Focus group; Coronavirus disease 2019 (COVID-19); Family caregivers; Caregiver burden; Nursing; Gerontology; Sociology; Medicine; Economic growth; Dementia; Psychiatry; Disease","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":[0.004194867,0.0006359624,0.0006720594,0.001202525,0.006852868,0.006264456,0.001792821,0.002629981,0.04814625],"category_scores_gemma":[0.0218015,0.0003015516,0.0009184224,0.001038985,0.005645778,0.00571945,0.013078,0.004262497,0.00442335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004640854,"about_ca_system_score_gemma":0.00730387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008770955,"about_ca_topic_score_gemma":0.01136452,"domain_scores_codex":[0.992807,0.003159203,0.0003515971,0.0004647943,0.001256312,0.001961054],"domain_scores_gemma":[0.9864304,0.003393996,0.001556207,0.0009470863,0.002005464,0.00566697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005527915,0.0003998507,0.04639104,0.002835216,0.0003950903,0.00426359,0.03019276,0.0009360501,0.0006832596,0.1294216,0.2619985,0.5219303],"study_design_scores_gemma":[0.0001118703,0.0007822655,0.05561138,0.009300018,0.0003565571,0.01398177,0.08729652,0.0007660093,0.0006432532,0.08975706,0.7412196,0.0001736869],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1423383,0.05004814,0.006650587,0.3634843,0.01155857,0.0002341195,0.001462203,0.0003297239,0.4238941],"genre_scores_gemma":[0.9088393,0.02506805,0.002452474,0.03559139,0.004231209,0.0002937302,0.0004265273,0.0001296754,0.02296765],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04814625,"threshold_uncertainty_score":0.1610652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09142352495461117,"score_gpt":0.5134083588296171,"score_spread":0.421984833875006,"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."}}