{"id":"W6989696729","doi":"","title":"Building Connected Communities: Halton – 2016 Census Older Immigrants","year":2018,"lang":"en","type":"article","venue":"SOURCE Sheridan's Institutional Repository (Sheridan College)","topic":"Migration, Aging, and Tourism Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Loneliness; Census; Social isolation; Immigration; Isolation (microbiology); Resource (disambiguation)","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":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.0008611192,0.0004617935,0.0004966942,0.0002198331,0.009576095,0.0002944465,0.0007641533,0.0003003447,0.0002820838],"category_scores_gemma":[0.0002633015,0.0004650062,0.0002511923,0.000755863,0.00331314,0.0005920085,0.0001952348,0.0003672379,0.00007337912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006247081,"about_ca_system_score_gemma":0.001092759,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05201053,"about_ca_topic_score_gemma":0.02336672,"domain_scores_codex":[0.9960868,0.0006400088,0.0007092314,0.000565626,0.001108691,0.0008896366],"domain_scores_gemma":[0.9974693,0.0003579907,0.0003425824,0.00058819,0.0008868541,0.0003550659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007107412,0.001023605,0.02763501,0.000220169,0.001076746,0.000429239,0.5928704,0.0005129409,0.005703963,0.2072038,0.1585744,0.004039033],"study_design_scores_gemma":[0.001447007,0.0001795323,0.02969948,0.0004376336,0.0001055569,0.00008936486,0.01981699,0.0004893012,0.001576466,0.0009790329,0.9441774,0.001002259],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9156894,0.0006910493,0.002469819,0.0005820096,0.003492711,0.0006583947,0.00007754783,0.0005369597,0.07580208],"genre_scores_gemma":[0.9727498,0.0001115185,0.001458024,0.0003972896,0.003493524,0.00009038316,0.00002470224,0.00004981898,0.02162488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.785603,"threshold_uncertainty_score":0.9997802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01341718572671137,"score_gpt":0.268348715176392,"score_spread":0.2549315294496806,"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."}}