{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003194393,0.0001728159,0.0002039893,0.005255348,0.0008490026,0.001370703,0.0006363534,0.000349163,0.002091932],"category_scores_gemma":[0.01666057,0.0001207831,0.0002262322,0.00377687,0.0005758272,0.0009592925,0.001506861,0.0003311952,0.0003322595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004341162,"about_ca_system_score_gemma":0.003353831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01603087,"about_ca_topic_score_gemma":0.01309414,"domain_scores_codex":[0.9961112,0.001598201,0.0003346396,0.0002843732,0.001127674,0.0005438885],"domain_scores_gemma":[0.9845382,0.003362499,0.004545385,0.0006088783,0.004789614,0.00215552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002110951,0.0001659487,0.878028,0.0001739129,0.0000234936,0.0001462605,0.003438847,0.0006633857,0.0007695212,0.002460585,0.001127479,0.1127916],"study_design_scores_gemma":[0.000007798745,0.0002399496,0.9869927,0.00007717893,0.00001770047,0.0001645798,0.004386592,0.001720511,0.00132704,0.0007717041,0.004278861,0.00001546396],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845633,0.0004985249,0.00132313,0.0004657096,0.000007848913,0.0001019411,0.0005219303,0.00007751189,0.01244019],"genre_scores_gemma":[0.9984152,0.0001164826,0.0007348793,0.00001312707,0.000005064811,0.00001814957,0.0001282994,0.000003008286,0.0005656902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01603087,"threshold_uncertainty_score":0.03187513,"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."}}