{"id":"W4414082171","doi":"10.1002/jcop.70042","title":"Community Connection and Loneliness in Canada","year":2025,"lang":"en","type":"article","venue":"Journal of Community Psychology","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Loneliness; Feeling; Connection (principal bundle); Social relationship; Census","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003188164,0.00004950117,0.0002230566,0.0001298555,0.0006942136,0.00001601655,0.0003300555,0.0000713289,0.0000322557],"category_scores_gemma":[0.0007103292,0.0000478447,0.0000220474,0.0002330873,0.0001414818,0.00009075578,0.00004697341,0.001332968,2.877621e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003103644,"about_ca_system_score_gemma":0.001232714,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9839947,"about_ca_topic_score_gemma":0.9979818,"domain_scores_codex":[0.9958978,0.003443051,0.0003566191,0.0000211433,0.0001006382,0.0001807325],"domain_scores_gemma":[0.9983612,0.001112943,0.0001459133,0.0001662178,0.0001342563,0.00007951944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002134991,0.0003718332,0.8681456,0.000154303,0.00004699542,0.00001653785,0.02622952,0.0000243586,0.00001120864,0.02008037,0.04294341,0.04176229],"study_design_scores_gemma":[0.0005746349,0.00003381259,0.8749856,0.0000619026,0.000005168687,0.000009535124,0.04070339,0.000002300787,0.000001799115,0.008664854,0.07491759,0.00003939228],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9391901,0.0003326658,0.00008399141,0.04477356,0.001039967,0.00004739774,0.000001352049,0.000003099715,0.0145279],"genre_scores_gemma":[0.9853607,0.0004683681,0.0000370998,0.01400064,0.0000379493,7.570167e-7,4.677834e-7,0.000002010163,0.00009203637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0461706,"threshold_uncertainty_score":0.5791157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0651886686139649,"score_gpt":0.4346979357975906,"score_spread":0.3695092671836258,"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."}}