{"id":"W2126753475","doi":"10.3102/0013189x035005014","title":"What Good Is Polarizing Research Into Qualitative and Quantitative?","year":2006,"lang":"en","type":"article","venue":"Educational Researcher","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":278,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; University of British Columbia","funders":"","keywords":"Generalizability theory; Sketch; Educational research; Polarization (electrochemistry); Attribution; Psychology; Research methodology; Qualitative research; Epistemology; Social psychology; Sociology; Mathematics education; Computer science; Social science; Developmental psychology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007095563,0.0000889071,0.0001043912,0.0002904752,0.00122159,0.0005234173,0.0002341044,0.00008384319,0.001734385],"category_scores_gemma":[0.003002362,0.00008844493,0.00003409039,0.0007771279,0.001576624,0.0007666039,0.00006868069,0.0004773161,0.0003320868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003563951,"about_ca_system_score_gemma":0.001431112,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02967993,"about_ca_topic_score_gemma":0.008403237,"domain_scores_codex":[0.99552,0.002248687,0.000175304,0.0003312574,0.00121914,0.0005056034],"domain_scores_gemma":[0.9954178,0.003335377,0.0000405647,0.000143087,0.0008854687,0.0001776654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000007643231,0.0001185426,0.007184903,0.00001301429,0.00001285647,1.168756e-7,0.5785298,5.376868e-8,0.00007785254,0.3551376,0.05809706,0.0008204493],"study_design_scores_gemma":[0.00007440802,0.00001797412,0.04321862,0.00003133684,0.000001674027,1.561448e-7,0.6904182,9.721736e-7,0.00002952665,0.09212177,0.1740043,0.00008099485],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1822668,0.009069268,0.00001520542,0.7626813,0.0005121928,0.0003130907,0.000004840973,0.00002673701,0.04511051],"genre_scores_gemma":[0.9144728,0.0006277207,0.002291424,0.0003603639,0.001066752,0.0001067549,0.00001788926,0.00001512507,0.08104114],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7623209,"threshold_uncertainty_score":0.9991782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.55641514614016,"score_gpt":0.6273639753802617,"score_spread":0.07094882924010171,"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."}}