{"id":"W4238108207","doi":"10.31234/osf.io/9mutg","title":"Psychosocial Characteristics of Involuntary Celibates (Incels): A Review of Empirical Research and Assessment of the Potential Implications of Research on Adult Virginity and Late Sexual Onset","year":2021,"lang":"en","type":"review","venue":"","topic":"Sexuality, Behavior, and Technology","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Virginity test; Psychosocial; Loneliness; Psychology; PsycINFO; Anxiety; Mental health; Clinical psychology; Feeling; Shyness; Developmental psychology; Psychiatry; Social psychology; MEDLINE","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":[0.003800496,0.0003027465,0.002299656,0.0005239851,0.0001479216,0.00001173264,0.0007984135,0.0007360418,0.0003459895],"category_scores_gemma":[0.0004513665,0.0002175805,0.000223951,0.001476882,0.002439599,0.00002736206,0.0007745188,0.001882638,0.000002185626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007507895,"about_ca_system_score_gemma":0.0007812672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009485503,"about_ca_topic_score_gemma":0.0001308684,"domain_scores_codex":[0.9925682,0.003641086,0.001756697,0.0007361561,0.0008599462,0.0004379064],"domain_scores_gemma":[0.9942266,0.001671599,0.0008472415,0.001526918,0.001630894,0.00009673466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001090124,0.005796582,0.04544001,0.1457146,0.001034208,0.00002049474,0.0007821522,6.775132e-9,0.0002129402,0.03889076,0.01114141,0.7508579],"study_design_scores_gemma":[0.001964686,0.005763618,0.4926241,0.108997,0.00263298,0.0002796965,0.003137192,0.000001738486,0.0001325862,0.004474107,0.3788951,0.001097152],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1047581,0.8880006,0.000003628142,0.001176478,0.0002620874,0.002328069,0.001669193,0.00001638267,0.00178545],"genre_scores_gemma":[0.006763616,0.9917105,0.0001525438,0.00005954378,0.00005747965,0.0003312605,0.0002357228,0.00003932136,0.000650029],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7497607,"threshold_uncertainty_score":0.8988804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3237918604443084,"score_gpt":0.5921977738908666,"score_spread":0.2684059134465582,"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."}}