{"id":"W2039451711","doi":"10.5539/ass.v11n4p246","title":"Diagnostics of Educational Activity Quality on the Basis of Qualitative Methods","year":2015,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Education and Professional Development","field":"Social Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Computer science; Process (computing); Work (physics); Management science; Process management; Knowledge management; Business; Engineering; Epistemology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01718319,0.00005476342,0.0001225213,0.00005468626,0.0007749531,0.0000183144,0.0004217543,0.00004421293,0.0002231145],"category_scores_gemma":[0.01990106,0.00004014912,0.00004214417,0.001005462,0.002143782,0.0001495602,0.00005124557,0.0001145391,0.00001249383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002158721,"about_ca_system_score_gemma":0.004130964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006333945,"about_ca_topic_score_gemma":0.0001703816,"domain_scores_codex":[0.9957166,0.002796781,0.0001987337,0.0001458289,0.0009532421,0.0001887785],"domain_scores_gemma":[0.9935859,0.005358804,0.0002590693,0.0001023873,0.0005656874,0.0001280851],"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":[0.00000599519,0.00009107252,0.0007132836,0.000002300141,0.000002945301,7.613037e-9,0.3111097,3.147525e-8,0.0001244145,0.6590485,0.001489237,0.02741252],"study_design_scores_gemma":[0.00008712834,0.00002606607,0.3708034,0.00002140374,0.000005032257,3.251425e-8,0.4879107,4.442582e-7,0.006073658,0.1269656,0.007996688,0.000109791],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1669335,0.00002079066,0.0002213408,0.0955659,0.0009779658,0.0002032418,0.00001440939,0.000007225391,0.7360556],"genre_scores_gemma":[0.9952552,0.000008013672,0.003459592,0.0002591514,0.0001111537,0.00001629838,7.573805e-7,0.000002062752,0.0008878134],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8283217,"threshold_uncertainty_score":0.9883547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4221483680659033,"score_gpt":0.6310018381353746,"score_spread":0.2088534700694713,"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."}}