{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000938847,0.0002543627,0.0001701219,0.001266083,0.002034658,0.004830425,0.0004149379,0.0009293216,0.01735496],"category_scores_gemma":[0.00205432,0.0002581044,0.0002707139,0.001473079,0.003007777,0.00192309,0.001077934,0.001470377,0.004128975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002926032,"about_ca_system_score_gemma":0.003492761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007678086,"about_ca_topic_score_gemma":0.007372344,"domain_scores_codex":[0.9990969,0.0002477297,0.00003709573,0.0001714694,0.0003234999,0.0001234619],"domain_scores_gemma":[0.999201,0.000259666,0.0001549195,0.00008157713,0.0002075465,0.00009536259],"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":[0.00005179296,0.00003701921,0.001922886,0.0001619592,0.00001177225,0.0008031576,0.004775629,0.0007393371,0.001932791,0.8949637,0.01025287,0.08434696],"study_design_scores_gemma":[0.00002445318,0.00006595656,0.008896884,0.0002405343,0.00002777464,0.001541294,0.004425197,0.001676871,0.002827399,0.2098949,0.7703233,0.00005556319],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.107613,0.01676585,0.04930906,0.01707866,0.001295811,0.0002184425,0.0003794304,0.0003368091,0.8070029],"genre_scores_gemma":[0.8671723,0.006762115,0.01899626,0.000516766,0.0004419441,0.0001849235,0.0001239287,0.0001232317,0.1056785],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01735496,"threshold_uncertainty_score":0.05805814,"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."}}