{"id":"W4411859013","doi":"10.1007/978-3-031-76568-1_16","title":"Sieve Devices","year":2025,"lang":"en","type":"book-chapter","venue":"CMS/CAIMS books in mathematics","topic":"Algebraic Geometry and Number Theory","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; University of Ottawa; Mount Royal University","funders":"","keywords":"Materials 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001300213,0.0009952899,0.00164196,0.0006777906,0.0001214741,0.0001023143,0.00106089,0.001085885,0.001810579],"category_scores_gemma":[0.0007460865,0.0009594891,0.0004714385,0.0001306652,0.0002949538,0.0001308373,0.0005040199,0.001294236,0.0006792846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002487298,"about_ca_system_score_gemma":0.0002416845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003668126,"about_ca_topic_score_gemma":0.00004436241,"domain_scores_codex":[0.9962115,0.00005879871,0.001607907,0.0007515582,0.0007182445,0.0006520149],"domain_scores_gemma":[0.9945467,0.00263756,0.0008319389,0.001650106,0.0001727145,0.0001609676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001602451,0.0001317314,0.000008351041,0.002904976,0.0002284105,0.00009756838,0.001033023,9.016162e-7,0.000005954025,0.9750485,0.01897353,0.00155101],"study_design_scores_gemma":[0.0004066443,0.00004318591,0.000002263411,0.003226724,0.00028587,0.00003644407,0.000238666,0.00006978941,0.0001428839,0.9090099,0.08572349,0.0008141585],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003988486,0.0008647772,0.001932842,0.0001262206,0.0005430434,0.0009503801,0.00006215811,0.0003062264,0.9948155],"genre_scores_gemma":[0.001403107,0.0001307084,0.02290108,0.0003270798,0.0002709492,0.00006021153,0.00003140477,0.0002186365,0.9746568],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06674995,"threshold_uncertainty_score":0.9992856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03754027637196525,"score_gpt":0.2884030575997292,"score_spread":0.250862781227764,"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."}}