{"id":"W7112709870","doi":"","title":"ВИКОРИСТАННЯ АГРЕГОВАНИХ КРИТЕРІЇВ ДЛЯ ОЦІНКИ ЯКОСТІ ТЕСТІВ ПРОГРАМНОГО ЗАБЕЗПЕЧЕННЯ","year":2024,"lang":"en","type":"article","venue":"The Scientific Issues of Ternopil Volodymyr Hnatiuk National Pedagogical University Series pedagogy","topic":"Statistical and Computational Modeling","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Collège Montmorency","funders":"","keywords":"Software; Software quality; Set (abstract data type); Quality (philosophy); Software metric; Selection (genetic algorithm); Software system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001207902,0.0003746148,0.0004177704,0.0005727788,0.0009287779,0.0007570229,0.002718588,0.0001663182,0.0004880039],"category_scores_gemma":[0.0004503074,0.0002961057,0.0002932367,0.001612286,0.001191902,0.001566337,0.001118821,0.0004492107,0.0004139568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002140648,"about_ca_system_score_gemma":0.0007546158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001652258,"about_ca_topic_score_gemma":0.00009195458,"domain_scores_codex":[0.9953223,0.0002822348,0.0005698392,0.00112417,0.002123518,0.0005779632],"domain_scores_gemma":[0.9965411,0.001027965,0.0001794303,0.0006306401,0.001406246,0.0002146007],"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":[0.00006651329,0.000137907,0.0000523476,0.00008346507,0.0001026867,0.00008291257,0.002795668,0.002366163,0.0005938893,0.9775527,0.008943598,0.007222188],"study_design_scores_gemma":[0.0006754213,0.0003936299,0.002085315,0.0001640494,0.00009136061,0.0001255685,0.002735675,0.2405866,0.0009486163,0.316302,0.4349979,0.000893773],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1699504,0.003898902,0.7189798,0.06105954,0.008852493,0.001168081,0.0007862282,0.001719022,0.03358551],"genre_scores_gemma":[0.9117618,0.00008541033,0.01909798,0.0002734777,0.0004654985,0.000005160842,0.0001112502,0.00002511292,0.06817432],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7418113,"threshold_uncertainty_score":0.9999491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0765819397975161,"score_gpt":0.3440911545251911,"score_spread":0.267509214727675,"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."}}