{"id":"W3084963975","doi":"","title":"Від політехнічного інституту до будівельної академії","year":2016,"lang":"uk","type":"article","venue":"Вісник Придніпровської державної академії будівництва та архітектури","topic":"Medical and Biological Sciences","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prosperity; Architecture; Quarter (Canadian coin); Vocational education; Higher education; Period (music); Position (finance); Engineering; Political science; Sociology; Management; Civil engineering; Pedagogy; Law; History; Business; Archaeology; Art","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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"category_scores_codex":[0.006714787,0.003630318,0.004930338,0.001208183,0.001736892,0.0006428476,0.00465856,0.003530421,0.05313646],"category_scores_gemma":[0.008217516,0.002132409,0.002507529,0.004031419,0.008091684,0.001518636,0.002216821,0.003099721,0.03477705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001344641,"about_ca_system_score_gemma":0.003148069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001370365,"about_ca_topic_score_gemma":0.0004685037,"domain_scores_codex":[0.9737722,0.001934178,0.005009846,0.00594819,0.005821759,0.007513884],"domain_scores_gemma":[0.9819108,0.004002974,0.001925862,0.004333466,0.001133454,0.006693408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002702545,0.005628953,0.06535514,0.00122573,0.001702449,0.002851881,0.001046373,0.000005558968,0.0993119,0.0319054,0.2715959,0.5166682],"study_design_scores_gemma":[0.01447711,0.00610966,0.07522161,0.005303328,0.001729126,0.0007263563,0.00160337,0.000310753,0.01146161,0.02044058,0.8569184,0.005698127],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5154102,0.02790141,0.005636636,0.2032786,0.02176835,0.008961609,0.002034884,0.004077469,0.2109309],"genre_scores_gemma":[0.8489413,0.007999741,0.001625413,0.01274396,0.008181324,0.0004008746,0.0002131193,0.000380265,0.119514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5853225,"threshold_uncertainty_score":0.9995627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05645237651917418,"score_gpt":0.3032391461560334,"score_spread":0.2467867696368592,"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."}}