{"id":"W4407166073","doi":"10.1111/gwao.13248","title":"“Don't Work for Soyciety:” Involuntary Celibacy and Unemployment","year":2025,"lang":"en","type":"article","venue":"Gender Work and Organization","topic":"Gender Roles and Identity Studies","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Celibacy; Unemployment; Work (physics); Sociology; Economics; Labour economics; Demographic economics; Psychology; Religious studies; Philosophy; Economic growth","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":[],"consensus_categories":[],"category_scores_codex":[0.0001764813,0.00007660934,0.00009592133,0.00004575261,0.0008375618,0.0001314394,0.00005965366,0.0000616265,0.00001675061],"category_scores_gemma":[0.00007268782,0.00007710237,0.00001597268,0.000636972,0.00004527236,0.00009353911,0.00008183012,0.0000384918,0.000002349347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003713471,"about_ca_system_score_gemma":0.00005214194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001251643,"about_ca_topic_score_gemma":0.0002591482,"domain_scores_codex":[0.9993867,0.00003192825,0.0001112885,0.0001944276,0.0001010712,0.0001745632],"domain_scores_gemma":[0.9997196,0.00002666941,0.00002959931,0.00006771056,0.000110855,0.00004562051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008055883,0.00002425113,0.8904837,0.00003930581,0.00005058634,1.851825e-7,0.01639965,0.000006564466,0.00000977135,0.00632131,0.08210589,0.004550766],"study_design_scores_gemma":[0.0007506254,0.00002298663,0.7697707,0.00004578617,0.0001314904,2.006607e-7,0.05084176,0.000006532084,0.0001347531,0.01397358,0.1640382,0.0002834268],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.919651,0.007546616,0.01979567,0.04851141,0.001220436,0.00103474,0.00000760763,0.0001758253,0.002056679],"genre_scores_gemma":[0.99392,0.001513171,0.0005151666,0.0007451017,0.0001176925,0.000008908392,0.00001532073,0.000009013434,0.003155612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.120713,"threshold_uncertainty_score":0.6441933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01972367162112677,"score_gpt":0.2693489689699527,"score_spread":0.2496252973488259,"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."}}