{"id":"W4410389734","doi":"10.1080/15298868.2025.2502008","title":"What is sexual self-concept?: a Q-methodology study","year":2025,"lang":"en","type":"article","venue":"Self and Identity","topic":"Gender Roles and Identity Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Psychology; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.04496265,0.0004432998,0.0006257741,0.002934469,0.003914652,0.003769791,0.0009779013,0.0009120582,0.002943672],"category_scores_gemma":[0.04111139,0.0003918697,0.0005359874,0.003113833,0.003901872,0.002703948,0.003201295,0.001713099,0.0005113824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002769628,"about_ca_system_score_gemma":0.006443189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002623921,"about_ca_topic_score_gemma":0.002920105,"domain_scores_codex":[0.9757841,0.02008731,0.0008925794,0.0008784467,0.001474613,0.0008829877],"domain_scores_gemma":[0.9528617,0.03493254,0.002937831,0.0015359,0.005662994,0.002069092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002160138,0.002384152,0.1384464,0.0008732522,0.00003758246,0.0006179113,0.7383377,0.0002072246,0.002681962,0.01119885,0.001979703,0.1030193],"study_design_scores_gemma":[0.0001120553,0.002714429,0.07386687,0.0009702493,0.00003653924,0.0007707336,0.8706891,0.001677254,0.001567844,0.005450615,0.04208386,0.00006050863],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9729964,0.0005237732,0.01394033,0.001659541,0.0000634637,0.003493642,0.000305343,0.00002067003,0.006996736],"genre_scores_gemma":[0.971814,0.0007524273,0.0187202,0.001235435,0.00004244609,0.005174277,0.0001984617,0.00002692722,0.002035928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04496265,"threshold_uncertainty_score":0.2377881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05396640805320069,"score_gpt":0.3960936470460219,"score_spread":0.3421272389928212,"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."}}