{"id":"W4413078479","doi":"10.1080/14681994.2025.2534769","title":"Editorial introduction","year":2025,"lang":"en","type":"article","venue":"Sexual & Relationship Therapy","topic":"Marriage and Sexual Relationships","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Computer science","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":[0.001329329,0.0001079873,0.0001174602,0.0001932611,0.001252221,0.0001295627,0.0001990428,0.000270849,0.0006433946],"category_scores_gemma":[0.001467778,0.0001090071,0.00003950436,0.0008441168,0.0001748554,0.0003411731,0.00001646197,0.0003753483,0.0002471361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001314274,"about_ca_system_score_gemma":0.0002736954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005969519,"about_ca_topic_score_gemma":0.0006781912,"domain_scores_codex":[0.9983094,0.0005225062,0.0002481117,0.0002643711,0.0004021719,0.0002534299],"domain_scores_gemma":[0.9987122,0.0006940092,0.00006986549,0.0002591403,0.0001882804,0.0000765477],"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":[0.00006043044,0.00005937079,0.02724,0.000002626752,0.00002594566,2.144301e-7,0.005308685,0.00003265424,0.0001393271,0.5188555,0.4377275,0.01054773],"study_design_scores_gemma":[0.0003672503,0.00003823542,0.008894506,0.000002965353,0.000008630213,1.019741e-7,0.00210604,0.000009422983,0.00002029491,0.05755452,0.9308878,0.0001102807],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.3414724,0.00137547,0.007555258,0.03666719,0.3505704,0.00162928,0.00001161166,0.0008633781,0.259855],"genre_scores_gemma":[0.8112459,0.00007153219,0.0002139052,0.0002267725,0.1143332,0.00004616825,0.00003771346,0.00001074629,0.07381404],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4931602,"threshold_uncertainty_score":0.96312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04215345737778568,"score_gpt":0.3645809377626976,"score_spread":0.3224274803849119,"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."}}