{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008099325,0.0003693487,0.0003769375,0.002735656,0.0003795171,0.001128306,0.0004972585,0.0003243987,0.0007901879],"category_scores_gemma":[0.01269572,0.0002650642,0.000955157,0.003861821,0.0004935939,0.001163682,0.001598654,0.0006526526,0.0001206262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005242602,"about_ca_system_score_gemma":0.0007611644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009715153,"about_ca_topic_score_gemma":0.01569514,"domain_scores_codex":[0.9963922,0.002003316,0.0004791095,0.0002389135,0.0006420892,0.0002442496],"domain_scores_gemma":[0.9910382,0.003355554,0.003194442,0.0004363055,0.001562587,0.0004130357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003344284,0.00003296423,0.9838752,0.00008090881,0.00007431333,0.00002555274,0.003212774,0.00004529722,0.00005241361,0.00008207768,0.0002334356,0.0122517],"study_design_scores_gemma":[0.000002140451,0.00005082336,0.9934993,0.00009591004,0.00002598164,0.00007445131,0.005302648,0.000143265,0.00003460455,0.00004755972,0.0007161452,0.00000711854],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937792,0.001373376,0.0005597724,0.0002370761,0.00002319621,0.00009153812,0.001366263,0.000006481224,0.002563087],"genre_scores_gemma":[0.9966977,0.0009451741,0.0007085656,0.00008914712,0.00001155891,0.0001067593,0.001272163,0.00000706673,0.0001619491],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009715153,"threshold_uncertainty_score":0.04283386,"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."}}