{"id":"W3083952633","doi":"10.22374/ijmsch.v3i2.32","title":"No Country for Middle-Aged Men?","year":2020,"lang":"en","type":"article","venue":"International Journal of Men s Social and Community Health","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Loneliness; Middle age; Psychology; Shame; Social isolation; Grounded theory; Social psychology; Middle East; Theme (computing); Vulnerability (computing); Focus group; Qualitative research; Prejudice (legal term); Isolation (microbiology); Social support; Mental health; Gender studies; Developmental psychology; Sociology; Political science; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00151666,0.00009043339,0.0002931203,0.00004046252,0.001910459,0.00001490193,0.0003201507,0.00006389386,0.00006589465],"category_scores_gemma":[0.0003139099,0.00007598138,0.00007245573,0.00004741657,0.00005740038,0.0001114988,0.0001608894,0.0009908921,0.00000739149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000164588,"about_ca_system_score_gemma":0.0003128985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00146238,"about_ca_topic_score_gemma":0.000432858,"domain_scores_codex":[0.9980035,0.0008672799,0.0005660636,0.00005418729,0.0003108664,0.000198048],"domain_scores_gemma":[0.9979499,0.0006639109,0.0005565769,0.00004535643,0.0006437043,0.0001405421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002929873,0.0005418814,0.1036126,0.0008790054,0.001131039,0.000008466025,0.2303633,0.000001354721,0.000195261,0.01688299,0.6308342,0.01261996],"study_design_scores_gemma":[0.009806533,0.002215693,0.1321545,0.0006380837,0.00007377584,0.000008368773,0.1236107,0.00009558577,0.000008886273,0.009738388,0.7213356,0.0003138647],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5753828,0.001310931,0.0009756333,0.3718854,0.002234624,0.0009565981,0.0003446896,0.00006331996,0.04684605],"genre_scores_gemma":[0.9782084,0.0008469145,0.0002224228,0.01745357,0.002480422,0.00001569131,0.00002881957,0.00001441263,0.0007293713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4028256,"threshold_uncertainty_score":0.9993889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1923905031213472,"score_gpt":0.46741727758436,"score_spread":0.2750267744630128,"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."}}