{"id":"W4304136597","doi":"10.3390/ijerph191912970","title":"Loneliness in Intimate Relationships Scale (LIRS): Development and Validation","year":2022,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Loneliness; Psychology; UCLA Loneliness Scale; Scale (ratio); Clinical psychology; Happiness; Construct validity; Confirmatory factor analysis; Construct (python library); Developmental psychology; Social psychology; Psychometrics; Structural equation modeling","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":[0.003925323,0.0004004387,0.0005830158,0.001303108,0.0005135809,0.0004783109,0.0008341232,0.0003928935,0.002515485],"category_scores_gemma":[0.0085694,0.0003070608,0.0006217802,0.0006331113,0.000318866,0.000767594,0.001349455,0.0008958388,0.0006576242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003578112,"about_ca_system_score_gemma":0.0008443491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001022943,"about_ca_topic_score_gemma":0.002258044,"domain_scores_codex":[0.9982493,0.0004886847,0.0004137276,0.0001152771,0.000663364,0.00006971407],"domain_scores_gemma":[0.9963933,0.0008837,0.0007005605,0.0002845707,0.001411,0.0003268811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007219449,0.002233008,0.6091734,0.001025375,0.0003527274,0.0005012414,0.007849915,0.001358566,0.004758293,0.001605608,0.01133207,0.3590878],"study_design_scores_gemma":[0.000135544,0.001415836,0.9728279,0.0002389818,0.00007538551,0.001123462,0.002086087,0.001825804,0.001287935,0.0004660008,0.01846414,0.00005286232],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9611999,0.001408303,0.009907403,0.0003646391,0.0001420401,0.007016703,0.00398011,0.0001816808,0.01579916],"genre_scores_gemma":[0.9292417,0.002104351,0.04138578,0.0002631717,0.00009228176,0.01233778,0.008688731,0.00005826236,0.005827909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003925323,"threshold_uncertainty_score":0.02075934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1576358747543237,"score_gpt":0.4344665971118375,"score_spread":0.2768307223575138,"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."}}