{"id":"W4392576440","doi":"10.1111/add.16431","title":"Problematic pornography use across countries, genders, and sexual orientations: Insights from the International Sex Survey and comparison of different assessment tools","year":2024,"lang":"en","type":"article","venue":"Addiction","topic":"Sexuality, Behavior, and Technology","field":"Psychology","cited_by":102,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Nemzeti Kutatási, Fejlesztési és Innovaciós Alap; Japan Society for the Promotion of Science; Tempus Közalapítvány; Secretaría Nacional de Ciencia, Tecnología e Innovación; International Center for Responsible Gaming; National Cheng Kung University; Narodowym Centrum Nauki; Univerzita Karlova v Praze; Auckland University of Technology, New Zealand; National Research Foundation of Korea; Région Hauts-de-France; Smoking Research Foundation; National Social Science Fund of China; Agence Nationale de la Recherche; National Research Foundation","keywords":"Pornography; Psychology; Sexual behavior; Clinical psychology; Social psychology; Developmental psychology","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":[0.0002044113,0.0001209222,0.0001808125,0.00008530391,0.0001186511,0.0001773284,0.0001036109,0.0001212254,0.00009891563],"category_scores_gemma":[0.00002537706,0.00008809582,0.00001981241,0.0001550732,0.0001958763,0.0001898887,0.00006591021,0.0001940808,0.000003177414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003682041,"about_ca_system_score_gemma":0.00001824429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001730115,"about_ca_topic_score_gemma":0.002025131,"domain_scores_codex":[0.9988658,0.0001750346,0.000338621,0.0003003402,0.0002003291,0.0001198313],"domain_scores_gemma":[0.9988348,0.0007598261,0.0001066793,0.0002164734,0.00005361075,0.00002854431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002933712,0.0001818177,0.9570965,0.00001347809,0.0003398791,0.00000263317,0.01084348,7.641308e-7,0.0003821369,0.01896221,0.002315937,0.009831891],"study_design_scores_gemma":[0.0003917714,0.0001373459,0.9865561,0.00002328925,0.00007117914,0.000006504246,0.0075401,0.0003294191,0.00008203053,0.001125695,0.003647457,0.00008912603],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954796,0.0009957583,0.001037279,0.0002532904,0.001107951,0.0003125624,0.0006260263,0.00009490167,0.00009257904],"genre_scores_gemma":[0.9986649,0.00006379906,0.00008069508,0.00005664371,0.0000480851,0.00007844831,0.0008228202,0.00001151819,0.0001731143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02945964,"threshold_uncertainty_score":0.3592443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09795573017193183,"score_gpt":0.3991372099838808,"score_spread":0.301181479811949,"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."}}