{"id":"W7157758114","doi":"10.5281/zenodo.19894477","title":"Винницький Іван-Ростислав [Vynnytskyi Ivan-Rostyslav]","year":2005,"lang":"uk","type":"book-chapter","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Military, Security, and Education Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Process (computing); Work (physics); Context (archaeology)","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":[0.0004404469,0.0006683822,0.0004294121,0.001295735,0.002682764,0.003416186,0.0006903411,0.0008451057,0.007263293],"category_scores_gemma":[0.0005418029,0.0003991225,0.0002840336,0.001641719,0.005455956,0.00219396,0.001195966,0.002793744,0.004025163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00479205,"about_ca_system_score_gemma":0.003949239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01523806,"about_ca_topic_score_gemma":0.02811664,"domain_scores_codex":[0.9994931,0.0001213782,0.00002762618,0.0001184192,0.000154207,0.00008525846],"domain_scores_gemma":[0.9998679,0.00003723299,0.00001809171,0.00001416391,0.00004221559,0.00002035994],"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":[0.00004857849,0.0000234328,0.000373466,0.0002662055,0.00001206641,0.0001572104,0.006520619,0.0003646733,0.0003438901,0.8422302,0.07074367,0.07891596],"study_design_scores_gemma":[0.000006095193,0.00001753121,0.0009077166,0.0001839184,0.000006252949,0.000237239,0.0007047885,0.00007886221,0.0002031457,0.06532603,0.9323184,0.00001005723],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006084557,0.1147889,0.005017422,0.004526379,0.002146723,0.00006942211,0.0002390183,0.000121174,0.8670064],"genre_scores_gemma":[0.2301946,0.05810541,0.006276932,0.001312149,0.001031209,0.0001461761,0.0005031125,0.0003450249,0.7020853],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01523806,"threshold_uncertainty_score":0.03476894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06855138790361207,"score_gpt":0.2958429249568024,"score_spread":0.2272915370531903,"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."}}