{"id":"W4412948487","doi":"10.1007/978-3-031-87031-6_5","title":"Social Isolation and Mental Well-Being","year":2025,"lang":"en","type":"book-chapter","venue":"Synthesis lectures on technology and health","topic":"Psychological Well-being and Life Satisfaction","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Isolation (microbiology); Psychology; Social isolation; Psychotherapist; Biology; Microbiology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0003190784,0.0003735529,0.0005876074,0.000864732,0.0006755276,0.00002267837,0.0001280927,0.00158989,0.0006647876],"category_scores_gemma":[0.00003653739,0.000340943,0.00007895577,0.00008890025,0.0003244611,0.00002022711,0.00005477892,0.001093168,0.00008197749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001074325,"about_ca_system_score_gemma":0.00004162884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004712557,"about_ca_topic_score_gemma":0.00004953486,"domain_scores_codex":[0.9983,0.00008244961,0.0003714652,0.0007446653,0.0001243398,0.0003770462],"domain_scores_gemma":[0.9991468,0.0002245844,0.0002691415,0.0002684063,0.00001954232,0.00007150081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001118225,0.0000257481,0.0003648349,0.00006269799,0.000128948,0.000005690069,0.0003047079,5.274562e-8,0.00001057188,0.6758431,0.02594368,0.2971982],"study_design_scores_gemma":[0.0005824671,0.0007329403,0.009672159,0.0004730343,0.00009586002,0.00007144831,0.0001427475,0.000006294503,0.00009031811,0.568997,0.4185283,0.0006075175],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001497817,0.003726255,0.0001809827,0.04066336,0.0006298927,0.0005067888,0.00002425306,0.0004530507,0.9523176],"genre_scores_gemma":[0.8528988,0.002626145,0.0001910075,0.005541698,0.0003562629,0.00008018894,0.00003270919,0.00006274471,0.1382104],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.851401,"threshold_uncertainty_score":0.9999043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02073693914808047,"score_gpt":0.3320541590102851,"score_spread":0.3113172198622046,"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."}}