{"id":"W7033527835","doi":"","title":"Role of foreign language teacher shaping students’ research skills","year":2015,"lang":"en","type":"other","venue":"zvestiya of the National Academy of Sciences of Belarus (National Academy of Sciences of Belarus)","topic":"Single-cell and spatial transcriptomics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Foreign language; Process (computing); Value (mathematics); English as a foreign language; First language; Component (thermodynamics); Language education; Language assessment","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","sts"],"consensus_categories":[],"category_scores_codex":[0.007801013,0.0003406478,0.0007489708,0.0009882709,0.0001976969,0.00001661,0.004125546,0.0007906585,0.0001007139],"category_scores_gemma":[0.001433045,0.0002649373,0.0003300712,0.001556231,0.007921236,0.00006990082,0.0006867499,0.0005893454,0.00000211708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005705942,"about_ca_system_score_gemma":0.0007357562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002803173,"about_ca_topic_score_gemma":0.000008956642,"domain_scores_codex":[0.9905661,0.000280075,0.00133635,0.0007452695,0.006631159,0.0004410619],"domain_scores_gemma":[0.9966127,0.0003140713,0.0020622,0.00008932751,0.0007969901,0.0001246977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001080221,0.0009700212,0.009243385,0.0004497293,0.0003044323,7.881615e-8,0.0004314611,0.002363995,0.9546864,0.01930065,0.01094652,0.001195328],"study_design_scores_gemma":[0.00178009,0.001087673,0.03214297,0.002037256,0.0001358591,0.00001859224,0.001106918,0.0009090783,0.906506,0.04274418,0.01079389,0.0007375174],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7835593,0.01966135,0.00003445015,0.001246497,0.0001467056,0.00158872,0.002156208,0.00002343759,0.1915834],"genre_scores_gemma":[0.9891211,0.0004879019,0.003405489,0.0001195696,0.0002661649,0.00001317464,0.00001796488,0.00004992072,0.006518738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2055618,"threshold_uncertainty_score":0.9999803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08236596984494675,"score_gpt":0.3854349786737492,"score_spread":0.3030690088288024,"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."}}