{"id":"W4410329188","doi":"10.53894/ijirss.v8i3.6899","title":"Development of professional qualifications of teachers based on the application of an online course","year":2025,"lang":"en","type":"article","venue":"International Journal of Innovative Research and Scientific Studies","topic":"Educational Innovations and Challenges","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Course (navigation); Professional development; Online course; Mathematics education; Medical education; Computer science; Psychology; Engineering; Pedagogy; Medicine","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":[0.004319604,0.00006272535,0.0001496585,0.0008087376,0.0002191016,0.00003388642,0.0008598139,0.00002297931,0.000003531187],"category_scores_gemma":[0.0004302409,0.00003988596,0.00002393256,0.00176545,0.0008279698,0.0001754342,0.0001523719,0.0001931086,2.629762e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006170965,"about_ca_system_score_gemma":0.001176823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000311279,"about_ca_topic_score_gemma":0.0000132666,"domain_scores_codex":[0.9978535,0.0001445732,0.0006874704,0.0001531676,0.001069684,0.00009156591],"domain_scores_gemma":[0.9843811,0.000806771,0.0005259017,0.0002120056,0.01405338,0.00002087606],"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":[0.00005978913,0.002984734,0.002030367,0.00005262353,0.0003606406,5.174173e-7,0.01027378,0.00009371379,0.02638502,0.9110696,0.001897998,0.04479122],"study_design_scores_gemma":[0.001819062,0.0008568246,0.5040002,0.001904244,0.00001561543,0.000006603936,0.202969,0.0124654,0.1943531,0.07480451,0.006505547,0.0002998426],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9559712,0.0004182455,0.0258908,0.01696092,0.00043759,0.0001356742,0.00002251269,0.000002464608,0.0001606355],"genre_scores_gemma":[0.9789614,0.00001745869,0.02074623,0.00003658747,0.00002575607,0.0000156912,0.000009553039,0.000001739851,0.0001856064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8362651,"threshold_uncertainty_score":0.3050689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3107034104202111,"score_gpt":0.5361556337460219,"score_spread":0.2254522233258108,"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."}}