{"id":"W4412969042","doi":"10.1007/979-8-8688-1513-3_11","title":"Manifest Management Tools","year":2025,"lang":"en","type":"book-chapter","venue":"Certification study companion series","topic":"Software Engineering and Design Patterns","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brampton Civic Hospital","funders":"","keywords":"Computer science","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":[0.0003814864,0.000262829,0.0003092336,0.000222791,0.000523825,0.0002730368,0.0003955624,0.0001580413,0.0005042441],"category_scores_gemma":[0.0000544342,0.0002919562,0.00009172903,0.00009788334,0.0001117905,0.0001885716,0.00009203749,0.0001895431,0.0004254592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001771094,"about_ca_system_score_gemma":0.00006756662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007673284,"about_ca_topic_score_gemma":0.000114234,"domain_scores_codex":[0.9983401,0.00006767722,0.0003964571,0.0004618129,0.0005198208,0.0002140921],"domain_scores_gemma":[0.9988405,0.0001871332,0.000156352,0.0005623637,0.0001730653,0.00008059093],"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":[0.00003461873,0.0001722853,0.001785906,0.0001196369,0.000322067,0.00002950477,0.008209517,0.00002118224,0.00000488077,0.9125021,0.04706109,0.02973724],"study_design_scores_gemma":[0.0001499568,0.00004126272,0.009585652,0.0001162214,0.000112141,7.317167e-7,0.003804671,0.000001632307,0.000006353114,0.002380004,0.983452,0.000349407],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003195066,0.0002127069,0.00368415,0.0006212477,0.001612303,0.001533691,0.00003309459,0.0008219912,0.9911613],"genre_scores_gemma":[0.1716411,0.0002389345,0.0001850221,0.00006165487,0.0002407623,0.0001073634,0.00007236096,0.00002965018,0.8274232],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9363909,"threshold_uncertainty_score":0.9999533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08175652899868406,"score_gpt":0.311580481226064,"score_spread":0.2298239522273799,"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."}}