{"id":"W4412969110","doi":"10.1007/979-8-8688-1513-3_4","title":"Pods in Kubernetes","year":2025,"lang":"en","type":"book-chapter","venue":"Certification study companion series","topic":"International Science and Diplomacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brampton Civic Hospital","funders":"","keywords":"Computer science; Geology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006272706,0.0001840686,0.0002634676,0.0003131728,0.0004046934,0.0001896069,0.0005054211,0.0001434547,0.0009234822],"category_scores_gemma":[0.0001294739,0.0001891467,0.00007217094,0.000172644,0.0002730246,0.0003485115,0.00008883917,0.0001922376,0.0003004879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002554046,"about_ca_system_score_gemma":0.0003000724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00117597,"about_ca_topic_score_gemma":0.006007275,"domain_scores_codex":[0.9981794,0.00009061112,0.0004415305,0.0004232322,0.0006574343,0.0002077496],"domain_scores_gemma":[0.9990302,0.0001309244,0.0001927508,0.0002856267,0.0002980072,0.00006252823],"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":[0.00001858553,0.00009793186,0.00383273,0.000005788257,0.00001857135,0.000003067817,0.007518354,0.000004027746,0.0000150696,0.9802035,0.004454052,0.00382833],"study_design_scores_gemma":[0.0001772839,0.00004720251,0.01808755,0.00008255809,0.00002059598,3.599803e-7,0.006125604,0.00001077859,0.00002467097,0.0591147,0.9160212,0.0002874823],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003165127,0.0001550723,0.00001809693,0.002280174,0.0006441603,0.0006869083,0.00001183335,0.0001035087,0.9929351],"genre_scores_gemma":[0.4142299,0.0001035804,0.00002779673,0.00009497697,0.0001390023,0.0000334066,0.00002612637,0.000008168347,0.5853371],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9210888,"threshold_uncertainty_score":0.9999898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06547804194690314,"score_gpt":0.3643509717681852,"score_spread":0.298872929821282,"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."}}