{"id":"W3192235087","doi":"10.2196/30802","title":"Co-Development of a Web-Based Hub (eSocial-hub) to Combat Social Isolation and Loneliness in Francophone and Anglophone Older People in the Linguistic Minority Context (Quebec, Manitoba, and New Brunswick): Protocol for a Mixed Methods Interventional Study","year":2021,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton; University of Manitoba; Université du Québec en Outaouais; Université Laval; University of Ottawa","funders":"","keywords":"Loneliness; Social isolation; Context (archaeology); French; Pandemic; Isolation (microbiology); Sociology; Social distance; Gerontology; Coronavirus disease 2019 (COVID-19); Psychology; Medicine; Geography; Social psychology; Psychiatry; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.02455515,0.001888285,0.00238252,0.001667001,0.007001027,0.002537675,0.003310012,0.003011171,0.02928532],"category_scores_gemma":[0.01768689,0.001407941,0.002631177,0.001411779,0.002479031,0.001972524,0.002428925,0.004015885,0.004341996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01563684,"about_ca_system_score_gemma":0.07346597,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09226688,"about_ca_topic_score_gemma":0.2094789,"domain_scores_codex":[0.9905515,0.00501947,0.0007797972,0.0008430862,0.001103214,0.001702855],"domain_scores_gemma":[0.9851163,0.002008066,0.001557111,0.001261675,0.006473467,0.0035834],"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":[0.1534615,0.1302532,0.03289486,0.03494992,0.001096247,0.00206316,0.03307582,0.004856097,0.007275619,0.01086229,0.1597257,0.4294856],"study_design_scores_gemma":[0.282137,0.09858533,0.136056,0.02388089,0.001442656,0.0002554184,0.03585647,0.004728323,0.008524558,0.00851661,0.3991586,0.0008581231],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01208414,0.0001015265,0.001113554,0.0002989155,0.0001075728,0.9828606,0.001764692,0.00005041371,0.001618653],"genre_scores_gemma":[0.004255138,0.00005813791,0.00195364,0.0001627255,0.00001143435,0.9928585,0.0001599561,0.000002658142,0.000537884],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.9077331,"threshold_uncertainty_score":0.1834596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2597839098204627,"score_gpt":0.5981444296909553,"score_spread":0.3383605198704926,"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."}}