{"id":"W7155621180","doi":"10.5281/zenodo.19775451","title":"Овид видавництво Торонто [Ovyd vydavnytstvo Toronto]","year":2022,"lang":"uk","type":"book-chapter","venue":"Zenodo (CERN European Organization for Nuclear Research)","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":[0.0004082431,0.0007124708,0.0003842586,0.001301637,0.004864416,0.005597996,0.0006386199,0.001634084,0.03144972],"category_scores_gemma":[0.0009769533,0.0004834609,0.0002897937,0.002388294,0.006651864,0.0036834,0.001323815,0.002940994,0.009911105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01095806,"about_ca_system_score_gemma":0.006903482,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.163692,"about_ca_topic_score_gemma":0.3441657,"domain_scores_codex":[0.9995238,0.000126524,0.00002324089,0.00008146025,0.0001617732,0.00008327036],"domain_scores_gemma":[0.9996836,0.000118306,0.00002778945,0.00003579545,0.00007960987,0.00005487015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004640918,0.000009858964,0.0002671239,0.000346205,0.00000779035,0.0002528444,0.01082256,0.0001917938,0.0003342465,0.4965347,0.4255586,0.06562784],"study_design_scores_gemma":[0.000002199312,0.000003460337,0.0003349596,0.0001056243,0.000002063786,0.00006654222,0.0005860961,0.00002499604,0.00007297751,0.0089806,0.9898145,0.000005889518],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002144791,0.1343168,0.002822645,0.01557821,0.004777656,0.0000503022,0.0004813553,0.0002022143,0.839626],"genre_scores_gemma":[0.06620469,0.06962368,0.00254673,0.002541305,0.001524808,0.0000992943,0.0003645328,0.0004294837,0.8566655],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.836308,"threshold_uncertainty_score":0.3254785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09651774642124693,"score_gpt":0.3555611332201506,"score_spread":0.2590433867989037,"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."}}