{"id":"W2090266415","doi":"10.4236/ojd.2014.34018","title":"Loneliness of the Marginalized","year":2014,"lang":"en","type":"article","venue":"Open Journal of Depression","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Loneliness; Human immunodeficiency virus (HIV); Psychology; Isolation (microbiology); Social isolation; Mental health; Population; Quality of life (healthcare); Transgender; Psychiatry; Medicine; Psychotherapist; Virology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0006455754,0.0003145219,0.000594892,0.0005822751,0.001530274,0.002263586,0.0003088615,0.0008194482,0.001960349],"category_scores_gemma":[0.001704267,0.0001168186,0.000272421,0.0003389079,0.002755956,0.002344735,0.002521915,0.001134408,0.0002103138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007183019,"about_ca_system_score_gemma":0.0009480019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001255734,"about_ca_topic_score_gemma":0.002119301,"domain_scores_codex":[0.9993582,0.0003507165,0.00003328197,0.00005385439,0.0000880547,0.000115876],"domain_scores_gemma":[0.9993758,0.0002418601,0.0001125277,0.00002023751,0.0000792128,0.0001703093],"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":[0.0002705692,0.0001702346,0.02567601,0.006410472,0.0002539609,0.009386024,0.2156347,0.00025502,0.002656459,0.06278577,0.05638166,0.6201191],"study_design_scores_gemma":[0.00002858271,0.0003879251,0.04957387,0.008950354,0.0001646226,0.01820207,0.1879412,0.0002042678,0.0006439635,0.03272517,0.7010748,0.0001032184],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2672773,0.6154487,0.001698206,0.04367264,0.004194346,0.00004976133,0.00009972107,0.00003970029,0.06751962],"genre_scores_gemma":[0.7388407,0.2482238,0.0004206717,0.005781319,0.001446208,0.00004909606,0.00004906976,0.0000113757,0.005177775],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002263586,"threshold_uncertainty_score":0.006558001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06898513158959499,"score_gpt":0.4446654995485235,"score_spread":0.3756803679589285,"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."}}