{"id":"W4200517076","doi":"10.2196/preprints.33610","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 (Preprint)","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Healthcare Systems and Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Loneliness; Social isolation; Context (archaeology); Isolation (microbiology); French; Pandemic; Social media; Sociology; Nursing; Political science; Psychology; Public relations; Medicine; Coronavirus disease 2019 (COVID-19); Geography; Social psychology; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02893568,0.001650177,0.002340273,0.001441764,0.006369722,0.00269519,0.002847511,0.003002648,0.04630152],"category_scores_gemma":[0.02766131,0.00154172,0.002677484,0.001551518,0.002289673,0.002301465,0.002352067,0.00411921,0.006773077],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01199314,"about_ca_system_score_gemma":0.06747425,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05387868,"about_ca_topic_score_gemma":0.112055,"domain_scores_codex":[0.9896489,0.005967584,0.001096584,0.0008454954,0.001093091,0.001348389],"domain_scores_gemma":[0.9790085,0.004033841,0.002338249,0.002222436,0.008626524,0.00377049],"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":[0.1608067,0.07438107,0.0166267,0.04620481,0.001144421,0.001212608,0.02765385,0.003358701,0.005482228,0.01258667,0.2470028,0.4035395],"study_design_scores_gemma":[0.3128554,0.07358491,0.08909719,0.03414517,0.001413544,0.000183737,0.02708998,0.003550555,0.008034095,0.01003244,0.4392307,0.0007823083],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.00735122,0.0001115834,0.001198146,0.0003790048,0.0001867087,0.9867143,0.002340958,0.00005982646,0.001658132],"genre_scores_gemma":[0.002144692,0.00003983235,0.001337488,0.0001487888,0.00001177092,0.9957743,0.0001261921,0.000002438669,0.0004144442],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.9880069,"threshold_uncertainty_score":0.154894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1449547471961509,"score_gpt":0.5117267470463777,"score_spread":0.3667719998502267,"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."}}