{"id":"W4416112502","doi":"10.1177/16094069251394113","title":"Out to See: A Journey to Critical Feminist Polyethnography","year":2025,"lang":"en","type":"article","venue":"International Journal of Qualitative Methods","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"","keywords":"Transformative learning; Autoethnography; Reflexivity; Praxis; Feminism; Feminist philosophy; Critical theory; Accountability; Feminist epistemology; Mentorship","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":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.05317802,0.0001600389,0.0004228742,0.00139299,0.000295499,0.0002958167,0.001328266,0.00009959073,0.0003308428],"category_scores_gemma":[0.1136334,0.000147365,0.0003039691,0.001051486,0.0006170496,0.0003061493,0.0002161827,0.0005199022,0.00006155673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004681197,"about_ca_system_score_gemma":0.001011022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001761143,"about_ca_topic_score_gemma":0.00009827079,"domain_scores_codex":[0.976694,0.01979363,0.0009604531,0.0002545886,0.001778262,0.0005190473],"domain_scores_gemma":[0.9808597,0.0148716,0.0002300377,0.0001616325,0.003053468,0.0008235493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007192285,0.0003060748,0.0007601311,0.00001486171,0.0005212408,0.00007470237,0.488967,0.00002491638,0.01079026,0.392315,0.01926945,0.08623715],"study_design_scores_gemma":[0.0005866808,0.000523062,0.0018289,0.0004030688,0.00005635032,0.000006607855,0.1695839,0.00002916373,0.0108504,0.124247,0.691592,0.0002928817],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02126362,0.0002279118,0.8763261,0.06252122,0.003990443,0.0002181052,0.00002669483,0.00002304422,0.03540283],"genre_scores_gemma":[0.1995718,0.00001821479,0.7902583,0.006892829,0.0006996495,0.00002989024,3.796372e-7,0.00001574526,0.002513127],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6723225,"threshold_uncertainty_score":0.9749525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9450277901770278,"score_gpt":0.8440181596473402,"score_spread":0.1010096305296876,"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."}}