{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001159181,0.0000353098,0.00007960738,0.00001926951,0.002506051,0.00002111619,0.0001758827,0.00004740806,0.00009451614],"category_scores_gemma":[0.0005288069,0.00002419766,0.00003316457,0.000752743,0.0003230499,0.00009218493,0.00007111065,0.0001309546,0.00002792737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009821657,"about_ca_system_score_gemma":0.001175506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000372414,"about_ca_topic_score_gemma":0.00003309578,"domain_scores_codex":[0.998977,0.0001471714,0.0001938276,0.0001132651,0.0003058589,0.000262859],"domain_scores_gemma":[0.9990474,0.0002132487,0.0001338998,0.0001203123,0.0004502115,0.00003489947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002457371,0.0002229588,0.06847255,0.0003231897,0.00001695771,0.000003600925,0.08357207,0.000003030227,0.1103396,0.2345538,0.05222876,0.4500178],"study_design_scores_gemma":[0.001386716,0.0001356881,0.2856092,0.0002434393,0.00001460062,7.578229e-7,0.05152019,0.0001061051,0.01281789,0.02698652,0.6209311,0.00024774],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05860766,0.0001241306,0.005379089,0.02848303,0.004192004,0.3674232,0.0000385132,0.0002586123,0.5354938],"genre_scores_gemma":[0.9191638,0.000003481,0.0002906199,0.0001970128,0.0005886509,0.07625962,0.000002247472,0.00000798598,0.003486614],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8605561,"threshold_uncertainty_score":0.9987925,"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."}}