{"id":"W4412969065","doi":"10.1007/979-8-8688-1513-3_9","title":"Static Pods and Scheduling","year":2025,"lang":"en","type":"book-chapter","venue":"Certification study companion series","topic":"Scheduling and Optimization Algorithms","field":"Engineering","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":[0.0001407789,0.0003207064,0.0003768543,0.000244257,0.0001667835,0.0001559317,0.0001397161,0.0001503634,0.0001274561],"category_scores_gemma":[0.00002544331,0.0003491948,0.00004497735,0.00008404195,0.00006493429,0.0001381034,0.00005167149,0.0002681312,0.00006173048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006098173,"about_ca_system_score_gemma":0.0000321806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002585695,"about_ca_topic_score_gemma":0.000005183089,"domain_scores_codex":[0.9988088,0.00001978384,0.0004731084,0.0003417582,0.000211693,0.0001448357],"domain_scores_gemma":[0.9992025,0.00006815317,0.00009335048,0.0003962882,0.000166872,0.00007281633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002543392,0.0007055568,0.002233242,0.003351743,0.003988061,0.00004828342,0.02330493,0.3696086,0.000676101,0.3512738,0.02154688,0.2230085],"study_design_scores_gemma":[0.003076596,0.0004764007,0.005332842,0.001432531,0.00125755,0.00004789437,0.01117498,0.6491453,0.0008854037,0.01236034,0.3102424,0.004567722],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01277601,0.009747322,0.2235459,0.002269847,0.007534179,0.005408564,0.0002961618,0.00733515,0.7310869],"genre_scores_gemma":[0.3398238,0.002311454,0.06549353,0.0002153044,0.000465056,0.0002026881,0.0006539282,0.0003329137,0.5905014],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3389134,"threshold_uncertainty_score":0.999896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02973099268862931,"score_gpt":0.2505859948746023,"score_spread":0.220855002185973,"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."}}