{"id":"W4413213181","doi":"10.1080/02660830.2025.2542595","title":"In the shadows: reframing a lesbian pulp fiction collection to foster education and learning","year":2025,"lang":"en","type":"article","venue":"Studies in the Education of Adults","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Saint Vincent University","funders":"","keywords":"Cognitive reframing; Lesbian; Sociology; Pedagogy; Psychology; Gender studies; Social 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":[{"model":"gemma","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003967897,0.0003700264,0.0002823015,0.001891864,0.01954017,0.009272466,0.001439793,0.001734945,0.007643114],"category_scores_gemma":[0.00693643,0.0003358587,0.0003180253,0.001668009,0.0119078,0.006144061,0.01129873,0.003570602,0.001125466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004353562,"about_ca_system_score_gemma":0.004918553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007548281,"about_ca_topic_score_gemma":0.04364563,"domain_scores_codex":[0.9976273,0.001603022,0.00004640583,0.0001055507,0.0003278236,0.0002898907],"domain_scores_gemma":[0.9951701,0.002846323,0.0002138432,0.0006526374,0.0002843266,0.000832703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003696042,0.0000864606,0.001456983,0.0001526582,0.000005371362,0.001430423,0.8902102,0.000141384,0.001572337,0.04975545,0.01432701,0.04082485],"study_design_scores_gemma":[0.00000727128,0.00006059091,0.001521446,0.000227312,0.000008760171,0.0006223499,0.376483,0.0001582565,0.001643213,0.006835268,0.6124075,0.00002505575],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6224079,0.002985383,0.02747899,0.03633897,0.001606896,0.0004258849,0.0002421475,0.0008495489,0.3076643],"genre_scores_gemma":[0.886604,0.001769603,0.01881976,0.002885406,0.0004486583,0.0002360991,0.0001390129,0.0004573747,0.08863997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01954017,"threshold_uncertainty_score":0.03158748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03535108713300419,"score_gpt":0.431637136935911,"score_spread":0.3962860498029069,"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."}}