{"id":"W2059739523","doi":"10.1126/science.1194123","title":"In Praise of Exact Quantization","year":2010,"lang":"en","type":"letter","venue":"Science","topic":"Topological Materials and Phenomena","field":"Physics and Astronomy","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Praise; Quantization (signal processing); Impurity; Physics; Condensed matter physics; Theoretical physics; Topology (electrical circuits); Quantum mechanics; Computer science; Mathematics; Psychology; Algorithm; Combinatorics; Social psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003872578,0.0004229225,0.0005093259,0.000617687,0.001857328,0.003079814,0.0008693272,0.003034012,0.008529467],"category_scores_gemma":[0.009786288,0.000194401,0.0002870795,0.0004582751,0.01020306,0.01055617,0.003042819,0.008949295,0.002398288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001370793,"about_ca_system_score_gemma":0.001128691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008676747,"about_ca_topic_score_gemma":0.001107291,"domain_scores_codex":[0.9986308,0.0005551624,0.00006817828,0.0002477844,0.0003874324,0.0001105861],"domain_scores_gemma":[0.997418,0.00137831,0.00007780279,0.0005867046,0.0003704696,0.0001686698],"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":[0.00002721082,0.000009576834,0.00008314449,0.00005500706,0.000006266359,0.00004483927,0.0003534992,0.0002824281,0.0002892746,0.9165918,0.06130439,0.02095251],"study_design_scores_gemma":[0.000008903868,0.00001209829,0.00004277171,0.00004329195,0.000001588297,0.00004380928,0.00006575561,0.0004327769,0.0002339792,0.7996535,0.1994513,0.0000103013],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01038318,0.05926593,0.07592701,0.6103633,0.08385404,0.00003712228,0.0004553915,0.0006606517,0.1590534],"genre_scores_gemma":[0.4403424,0.05916888,0.0436778,0.1556108,0.08117136,0.0001865934,0.0004365437,0.0008655988,0.2185399],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.008529467,"threshold_uncertainty_score":0.02853388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.012659232337969,"score_gpt":0.2736273411115632,"score_spread":0.2609681087735942,"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."}}