{"id":"W7124119909","doi":"","title":"Participatory Stitch: the ways in which inclusive, group, hand-stitched textile projects can preserve or enhance wellbeing and good mental health in secondary school pupils in England","year":2025,"lang":"en","type":"other","venue":"White Rose eTheses Online (University of Leeds, The University of Sheffield, University of York)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Psychological intervention; Curriculum; Value (mathematics); Creativity; Citizen journalism; Quarter (Canadian coin)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001455703,0.0006538032,0.001617036,0.001935289,0.0006814488,0.00002355149,0.002412232,0.000791529,0.001385335],"category_scores_gemma":[0.0001930897,0.0007036984,0.0002546548,0.002216879,0.001930835,0.0004506283,0.00225905,0.001934397,0.00001155828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008716777,"about_ca_system_score_gemma":0.002247292,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1694983,"about_ca_topic_score_gemma":0.849355,"domain_scores_codex":[0.9958536,0.001186943,0.0004548774,0.001016075,0.000661341,0.0008271459],"domain_scores_gemma":[0.9965187,0.0007461742,0.001210954,0.001020607,0.000231147,0.0002724255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0256129,0.008883389,0.1334931,0.008784741,0.003351843,0.001337935,0.7262852,0.003240254,0.003476012,0.001758502,0.06279118,0.02098496],"study_design_scores_gemma":[0.02792984,0.001673243,0.1437047,0.01402942,0.0008886476,0.00002258682,0.5979958,0.004515208,0.0001068214,0.0002581338,0.2064558,0.002419831],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.914248,0.003158044,0.0006287988,0.01350462,0.0003113913,0.006184773,0.007329046,0.0002431738,0.0543921],"genre_scores_gemma":[0.943718,0.004942698,0.002224208,0.0001155451,0.00005287243,2.042559e-7,0.0003996517,0.0001561788,0.04839064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6798567,"threshold_uncertainty_score":0.9995414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02392286205523188,"score_gpt":0.2468045535887948,"score_spread":0.2228816915335629,"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."}}