{"id":"W4416775316","doi":"10.28931/riiad.2025.373","title":"Producción científica sobre adicción a la pornografía: revisión bibliométrica de los últimos 30 años","year":2025,"lang":"es","type":"article","venue":"Revista Internacional de Investigación en Adicciones","topic":"Sexuality, Behavior, and Technology","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thematic analysis; Pornography; Addiction; Inclusion (mineral); Bibliometrics; Latin Americans; The Internet; Scientific literature","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["bibliometrics"],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["bibliometrics"],"domain":null,"study_design":"design_other","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.003613941,0.00152719,0.001939577,0.006999412,0.0005338812,0.0007479002,0.00306085,0.002138663,0.003689277],"category_scores_gemma":[0.003200202,0.00157234,0.0009068575,0.006762027,0.001940138,0.000370015,0.001064757,0.002914226,0.001374181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009439469,"about_ca_system_score_gemma":0.001483076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004240351,"about_ca_topic_score_gemma":0.00002212633,"domain_scores_codex":[0.9886926,0.002939593,0.002474646,0.002621779,0.001023186,0.002248149],"domain_scores_gemma":[0.9932133,0.001491008,0.001049691,0.002648596,0.0006193896,0.0009780057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004170711,0.001737293,0.1911093,0.001953389,0.001054266,0.001019899,0.001059703,0.000009064772,0.003869085,0.6663539,0.09239366,0.03902336],"study_design_scores_gemma":[0.002198085,0.0005827603,0.09045222,0.005152078,0.001043161,0.001232141,0.0005126644,0.0002341746,0.001293727,0.008022783,0.8878843,0.00139198],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8458152,0.04942293,0.003666322,0.03663557,0.004037078,0.003954533,0.001336687,0.002173287,0.05295843],"genre_scores_gemma":[0.9447345,0.008404813,0.002750043,0.007361344,0.001733019,0.0009901506,0.000342149,0.0003493518,0.03333461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7954906,"threshold_uncertainty_score":0.9997477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02266730926002804,"score_gpt":0.3549803540918076,"score_spread":0.3323130448317796,"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."}}