{"id":"W2166352838","doi":"10.7202/039946ar","title":"Reflexivity of Discomfort in Insider-Outsider Educational Research","year":2010,"lang":"en","type":"article","venue":"McGill Journal of Education / Revue des sciences de l éducation de McGill","topic":"Qualitative Research Methods and Ethics","field":"Social Sciences","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reflexivity; Insider; Sociology; Focus (optics); Gender studies; Position (finance); Pedagogy; Political science; Social science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":["metaresearch","sts"],"category_scores_codex":[0.04310307,0.0001227619,0.0002727024,0.001147547,0.001862805,0.00009453849,0.0008473858,0.0001824223,0.0005036708],"category_scores_gemma":[0.02489949,0.0001166366,0.0001225206,0.0022888,0.004038146,0.001054341,0.00006486647,0.001132084,0.000008688739],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001460393,"about_ca_system_score_gemma":0.007269803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003366226,"about_ca_topic_score_gemma":0.01106203,"domain_scores_codex":[0.9934273,0.003688541,0.0008324735,0.0002819913,0.00114943,0.0006202263],"domain_scores_gemma":[0.9926808,0.004097013,0.000604638,0.0002488147,0.001969284,0.0003994165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004426678,0.001142044,0.01853428,0.0001444917,0.00001592126,0.000001631164,0.04932303,0.0001282048,0.006456377,0.898115,0.002285269,0.02380952],"study_design_scores_gemma":[0.0002911508,0.0003330885,0.05409241,0.0004686892,0.00001676583,0.0001220635,0.07517225,0.0001394876,0.002786713,0.7338012,0.1324785,0.0002976881],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8861834,0.000179745,0.0002367549,0.0269146,0.00193289,0.0002768339,0.00001942208,0.0000066609,0.08424965],"genre_scores_gemma":[0.9375294,0.0003699223,0.05977092,0.0003056495,0.0004333768,0.00002654969,0.00000203153,0.00001190144,0.001550257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1643137,"threshold_uncertainty_score":0.9994366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8524771412770953,"score_gpt":0.6839248372933184,"score_spread":0.1685523039837769,"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."}}