{"id":"W1601125040","doi":"10.1002/9781405198431.wbeal0040","title":"Assessment and Evaluation: Mixed Methods Research","year":2012,"lang":"en","type":"other","venue":"The Encyclopedia of Applied Linguistics","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multimethodology; Computer science; Psychology; Mathematics education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.05108364,0.0002638779,0.0005511799,0.0005431796,0.0002123609,0.00009882658,0.000993613,0.0002731082,0.009772749],"category_scores_gemma":[0.005852777,0.0001617252,0.00006962203,0.0007476591,0.0004805249,0.00001338715,0.000450761,0.0006515527,0.0002746807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008605671,"about_ca_system_score_gemma":0.0008968993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003597372,"about_ca_topic_score_gemma":0.00004206107,"domain_scores_codex":[0.9918492,0.001469232,0.0009166906,0.0005083572,0.004849075,0.0004074795],"domain_scores_gemma":[0.9908177,0.005432125,0.0007861141,0.001433605,0.001378282,0.0001521346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001222741,0.00007505903,0.0002603164,0.000040375,0.00006310251,2.574915e-7,0.0007353071,0.00003903395,0.000008506093,0.1992947,0.5206829,0.2787882],"study_design_scores_gemma":[0.0002655821,0.00003245733,0.002049031,0.00003170222,0.0001260428,4.503811e-7,0.0009065044,0.001541121,0.00001805524,0.05133348,0.9435198,0.000175751],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000469297,0.001081387,0.001443181,0.0001318228,0.002948014,0.001020159,0.00002842031,0.00003411134,0.993266],"genre_scores_gemma":[0.059727,0.004524631,0.2686007,0.00021087,0.0110823,0.0005436591,0.0001015058,0.0004834635,0.6547258],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4228369,"threshold_uncertainty_score":0.9911324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2818256688112279,"score_gpt":0.5961989653327529,"score_spread":0.314373296521525,"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."}}