{"id":"W2100383280","doi":"10.29173/cmplct8820","title":"Reflexivity, Validity and Roses","year":2009,"lang":"en","type":"article","venue":"Complicity An International Journal of Complexity and Education","topic":"Qualitative Comparative Analysis Research","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Reflexivity; Psychology; Art; Sociology; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00179273,0.0000777173,0.0001830925,0.0002258223,0.000360739,0.0002745473,0.0003636563,0.00003804138,0.0001632243],"category_scores_gemma":[0.0003766101,0.00007572157,0.00005078156,0.0001352644,0.0004575221,0.0009663323,0.00003866384,0.0001822922,0.000004982679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001148681,"about_ca_system_score_gemma":0.0002755701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004727636,"about_ca_topic_score_gemma":0.0004016659,"domain_scores_codex":[0.9980541,0.0008225299,0.0002895093,0.0001312748,0.0005760852,0.0001264378],"domain_scores_gemma":[0.9979035,0.0002193284,0.0002495856,0.00008168874,0.001341947,0.0002039589],"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":[0.0001323845,0.000838695,0.01671093,0.000006421624,0.00006020518,0.000001660147,0.01660005,0.000006067609,0.001960986,0.9095029,0.002103053,0.05207668],"study_design_scores_gemma":[0.0002317519,0.0002899393,0.4828705,0.00003693798,0.0000150784,0.0000189729,0.004762766,0.0001588655,0.0003776459,0.4888235,0.02229015,0.0001239084],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9764863,0.0001291861,0.004854206,0.008122876,0.0002357072,0.00006967014,0.00000543207,0.000009667394,0.01008702],"genre_scores_gemma":[0.9957931,0.000339419,0.002467037,0.0005827324,0.0005524703,8.819679e-7,0.000009122774,0.000002368905,0.000252845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4661595,"threshold_uncertainty_score":0.3087836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3909478325484835,"score_gpt":0.564329087076693,"score_spread":0.1733812545282096,"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."}}