{"id":"W7155610872","doi":"10.5281/zenodo.19775450","title":"Овид видавництво Торонто [Ovyd vydavnytstvo Toronto]","year":2022,"lang":"uk","type":"book-chapter","venue":"Open MIND","topic":"Education, Psychology, and Social Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Process (computing); Work (physics); Identification (biology)","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":[0.0004434627,0.0006610432,0.000373762,0.001244775,0.005827375,0.005875874,0.0006544007,0.001744768,0.03135076],"category_scores_gemma":[0.00109089,0.0004694562,0.0002740557,0.002454887,0.006966556,0.003745017,0.001434437,0.00289337,0.008769698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01302158,"about_ca_system_score_gemma":0.008921298,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2678216,"about_ca_topic_score_gemma":0.5162472,"domain_scores_codex":[0.9995008,0.0001407429,0.00002457018,0.00007736524,0.0001629083,0.00009371743],"domain_scores_gemma":[0.9996161,0.000138152,0.00003297666,0.00003801408,0.00009746372,0.00007717593],"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":[0.00004750568,0.00001006225,0.0003655661,0.0003867955,0.000007899858,0.0003418788,0.0173755,0.0001841358,0.0003172612,0.3867647,0.5224943,0.07170441],"study_design_scores_gemma":[0.000002005412,0.0000031589,0.0004523504,0.0001296084,0.000002123137,0.00006663904,0.001084856,0.00002114474,0.00007107524,0.0066286,0.9915318,0.000006614968],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002768334,0.1696819,0.002321749,0.02330359,0.005683876,0.00004811653,0.0005905278,0.0002087043,0.7953932],"genre_scores_gemma":[0.07981356,0.08223958,0.002205316,0.002863027,0.001455919,0.00008516216,0.0003550754,0.0003948611,0.8305875],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7321783,"threshold_uncertainty_score":0.5325255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2364232793731681,"score_gpt":0.5181676894386187,"score_spread":0.2817444100654506,"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."}}