{"id":"W4399351976","doi":"10.51889/2959-6181.2023.73.3.005","title":"ЖОҒАРЫ МЕКТЕП ОҚЫТУШЫЛАРЫНЫҢ ЕҢБЕГІНЕ АҚЫТӨЛЕУ: САЛЫСТЫРМАЛЫ ТАЛДАУ","year":2024,"lang":"en","type":"article","venue":"Bulletin of KazNPU named after Abai series Jurisprudence","topic":"Teacher Professional Development and Motivation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00131711,0.0003243781,0.0003665884,0.0002266254,0.0003814853,0.0002074612,0.000606824,0.0002365525,0.005193826],"category_scores_gemma":[0.0004748042,0.0003036371,0.0001920029,0.0005943091,0.0006663367,0.0004164346,0.0002320365,0.0004446171,0.0007732432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001871973,"about_ca_system_score_gemma":0.000571329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008487242,"about_ca_topic_score_gemma":0.0002706266,"domain_scores_codex":[0.9966367,0.0003345315,0.0006284878,0.0006253173,0.001119768,0.0006552053],"domain_scores_gemma":[0.9986864,0.0003343105,0.0001599329,0.000339363,0.0002450451,0.0002349699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001357427,0.000685983,0.03538975,0.001502642,0.000448551,0.0006166201,0.167041,0.00001391515,0.004719533,0.1833184,0.4983684,0.1065377],"study_design_scores_gemma":[0.0001987288,0.00006634082,0.02756637,0.0007207838,0.00003180882,0.000006419191,0.002837894,0.000003378103,0.00128397,0.002254591,0.9646052,0.000424473],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7676396,0.009939592,0.001393317,0.09336929,0.009295733,0.00189862,0.00009752691,0.001516511,0.1148498],"genre_scores_gemma":[0.9227777,0.0007899175,0.002937546,0.0005596218,0.0005730432,0.0001701022,0.00002004239,0.00004700788,0.07212502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4662369,"threshold_uncertainty_score":0.9999416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0105103284559536,"score_gpt":0.2939272334558202,"score_spread":0.2834169049998665,"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."}}