{"id":"W3116056696","doi":"10.32843/2663-6085/2020/29-1.1","title":"METHODOLOGICAL APPROACHES TO THE ANALYSIS OF THE DEVELOPMENT OF THE QUALIFICATION DEVELOPMENT SYSTEM OF SCIENTIFIC AND PEDAGOGICAL EMPLOYEES OF HIGHER EDUCATION INSTITUTIONS IN THE LAST QUARTER OF THE XX – EARLY XXI CENTURY","year":2020,"lang":"en","type":"article","venue":"Innovate Pedagogy","topic":"Educational Methods and Teacher Development","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Development (topology); Political science; Mathematics education; Sociology; Engineering ethics; Engineering; Psychology; History; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.003748145,0.0001483438,0.0003606247,0.0001915707,0.0002352844,0.0000380792,0.001983735,0.00006920557,0.000006460368],"category_scores_gemma":[0.0003023293,0.00006244887,0.0001083105,0.004072042,0.0003980305,0.00007679866,0.0005938539,0.0001865489,6.104262e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006496198,"about_ca_system_score_gemma":0.001534421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005988166,"about_ca_topic_score_gemma":0.00009714474,"domain_scores_codex":[0.9963036,0.001372267,0.001111167,0.0003493882,0.0007029342,0.0001606074],"domain_scores_gemma":[0.9975834,0.0004462812,0.0007379127,0.0008401509,0.0003601162,0.00003211349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00003202067,0.0009286684,0.2148927,0.0003381749,0.0004536834,8.267285e-8,0.2617833,0.000634077,0.01001203,0.4859478,0.0001435426,0.02483394],"study_design_scores_gemma":[0.0000876531,0.00002138041,0.9779978,0.00007465998,0.00006042482,0.000001038821,0.00732558,0.00007332854,0.01055432,0.0003508191,0.003368636,0.00008432564],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9723042,0.0001262919,0.01549654,0.01086449,0.0004356404,0.0005596028,0.000007503047,0.000006296514,0.0001994616],"genre_scores_gemma":[0.9402022,0.00000139326,0.05951527,0.0001330729,0.0000185024,0.00008632442,0.000003939153,0.000003803263,0.00003553428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7631051,"threshold_uncertainty_score":0.3686306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6020056492625834,"score_gpt":0.4373610235668591,"score_spread":0.1646446256957243,"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."}}