{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2830189,0.001244456,0.00285628,0.006663503,0.007679024,0.02017871,0.005392784,0.005369476,0.006279557],"category_scores_gemma":[0.384137,0.001547383,0.002125401,0.004932754,0.1220928,0.0303024,0.01648824,0.01013513,0.001320768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008526834,"about_ca_system_score_gemma":0.01306438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002116815,"about_ca_topic_score_gemma":0.001190031,"domain_scores_codex":[0.6288359,0.3052599,0.014061,0.01933295,0.02875145,0.003758775],"domain_scores_gemma":[0.4792493,0.4018632,0.02119985,0.06864151,0.02674112,0.002304995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002664483,0.00001346005,0.0003302524,0.0003000939,0.00002935069,0.00006434778,0.01543822,0.000146147,0.00007291169,0.9773632,0.001011124,0.005204223],"study_design_scores_gemma":[0.00004528557,0.00003411052,0.0002318215,0.001048685,0.00002155404,0.00009865775,0.006843306,0.0005192791,0.000403395,0.963516,0.02720898,0.00002897831],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04225485,0.01463205,0.4719206,0.1255909,0.003817759,0.002248378,0.0005565158,0.0004685873,0.3385103],"genre_scores_gemma":[0.8444089,0.003168768,0.1267744,0.008500339,0.001191798,0.004049486,0.0002360599,0.0003257273,0.01134448],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2830189,"threshold_uncertainty_score":0.8841653,"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."}}