{"id":"W1744377530","doi":"10.15700/saje.v32n4a654","title":"On the use of visual methodologies in educational policy research","year":2012,"lang":"en","type":"article","venue":"South African Journal of Education","topic":"Global Educational Policies and Reforms","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; York University","funders":"","keywords":"Psychology; Educational research; Qualitative research; Pedagogy; Mathematics education; Sociology; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004037031,0.00006001314,0.0001205388,0.0005152023,0.0002310324,0.00004257094,0.0002702899,0.00005337634,0.0001221262],"category_scores_gemma":[0.01272039,0.00003548061,0.00007031761,0.001096131,0.0004414018,0.0003025667,0.00002245988,0.0002709766,0.00001262294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004169205,"about_ca_system_score_gemma":0.004411413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003186824,"about_ca_topic_score_gemma":0.00006573231,"domain_scores_codex":[0.9977813,0.0008931725,0.0003310065,0.00005885055,0.0006160436,0.0003196069],"domain_scores_gemma":[0.9967096,0.002035223,0.0003280459,0.0001046331,0.0006734044,0.0001490823],"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":[0.00005373587,0.0007107313,0.02614718,0.000007121631,0.00001894863,4.038014e-8,0.1546085,0.00009097014,0.00006727788,0.7900012,0.02299635,0.00529798],"study_design_scores_gemma":[0.0001242696,0.0001969226,0.3658403,0.0001071797,0.00001212664,0.000005428677,0.4299473,0.00000190033,0.00009872757,0.1151844,0.08836225,0.0001192319],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9424793,0.0002588762,0.00001333409,0.04897469,0.001042369,0.0001351183,0.000003432816,0.000001808459,0.007091148],"genre_scores_gemma":[0.9951658,0.00004026604,0.001047458,0.0003358737,0.00202358,0.00000830411,0.000001107641,0.000004780997,0.001372876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6748167,"threshold_uncertainty_score":0.9955959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3412293332759194,"score_gpt":0.52614470057266,"score_spread":0.1849153672967407,"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."}}