{"id":"W7053899468","doi":"","title":"РЕТРОСПЕКТИВНИЙ ОГЛЯД АРХІТЕКТУРНИХ ПРАКТИК ТА ТЕОРІЙ У КОНТЕКСТІ КОНЦЕПЦІЇ ГНУЧКОСТІ В АРХІТЕКТУРІ","year":2025,"lang":"en","type":"article","venue":"Scientific periodicals of Ukraine","topic":"Magneto-Optical Properties and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flexibility (engineering); Phenomenon; Architecture; Grid; Scale (ratio); Quarter (Canadian coin)","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000755151,0.000375401,0.0005740843,0.0003750189,0.0005062913,0.0003430852,0.000916155,0.0002312916,0.002134575],"category_scores_gemma":[0.0003209859,0.0003353008,0.0002645183,0.001435308,0.001221103,0.0001947618,0.0002514534,0.0004089618,0.0003677538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008379863,"about_ca_system_score_gemma":0.0001385236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004328196,"about_ca_topic_score_gemma":0.00003414053,"domain_scores_codex":[0.9969897,0.00004801987,0.0009158517,0.0006990641,0.0005895442,0.0007577877],"domain_scores_gemma":[0.9980184,0.0001334446,0.00008494947,0.001224268,0.000212186,0.0003267316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009131952,0.0008186253,0.0003899649,0.001650783,0.0003322345,0.00002151492,0.001570727,0.005131631,0.462345,0.08769492,0.2930713,0.146882],"study_design_scores_gemma":[0.0006676011,0.00006670583,0.001090316,0.0001653447,0.00006894177,0.000004577839,0.0001739907,0.02957595,0.01664677,0.0018291,0.949215,0.0004956772],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6944686,0.009942399,0.01181293,0.008085522,0.003964136,0.001690707,0.0004989489,0.001687754,0.267849],"genre_scores_gemma":[0.9776894,0.0001381817,0.00222492,0.0003145787,0.0001313439,0.0001301441,0.00008397777,0.00004507607,0.01924235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6561438,"threshold_uncertainty_score":0.9999099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00466456786218548,"score_gpt":0.2111223857369813,"score_spread":0.2064578178747959,"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."}}