{"id":"W3138915395","doi":"10.32370/ia_2021_03_13","title":"Monitoring of the Development Potential of Educational Services in General Secondary Education Institutions","year":2021,"lang":"en","type":"article","venue":"Intellectual Archive","topic":"Educational Methods and Teacher Development","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Educational institution; Personality; Competence (human resources); Process (computing); Quality (philosophy); Psychology; Knowledge management; Pedagogy; Computer science; Social psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001550549,0.00007381177,0.0001005974,0.0001160603,0.00008002654,0.00001773599,0.0004442807,0.0000211311,0.00007045288],"category_scores_gemma":[0.0001421551,0.00006208989,0.00004337459,0.0003955491,0.00005399667,0.0001114854,0.0002618201,0.0001311109,0.000005324313],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007190182,"about_ca_system_score_gemma":0.006008244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000067908,"about_ca_topic_score_gemma":0.00007108969,"domain_scores_codex":[0.9990612,0.000130004,0.0003272003,0.0001836849,0.0001935556,0.0001043988],"domain_scores_gemma":[0.9992302,0.0002815484,0.00009520058,0.0002039409,0.000155418,0.0000336759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00002613641,0.002673388,0.128343,0.00034064,0.0001794311,0.000001434379,0.1904483,0.001283363,0.05433671,0.2088023,0.0004075544,0.4131577],"study_design_scores_gemma":[0.000125135,0.00001517026,0.8203272,0.0002677285,0.000004605051,0.00002072581,0.001603443,0.0003558034,0.1479592,0.02632282,0.002869047,0.0001291721],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9662623,0.0003206568,0.02682719,0.001061656,0.001363779,0.00009557376,0.00000284509,0.000004675151,0.004061366],"genre_scores_gemma":[0.6676276,0.00001188047,0.3319519,0.00004250415,0.00006146362,0.00002277684,0.000006543119,0.000002341197,0.0002730016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6919842,"threshold_uncertainty_score":0.9996268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03298260320557277,"score_gpt":0.3061464567602232,"score_spread":0.2731638535546504,"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."}}