{"id":"W2097859700","doi":"10.1109/pac.2007.4440381","title":"Short quadrupole parametrization","year":2007,"lang":"en","type":"article","venue":"","topic":"Particle accelerators and beam dynamics","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"TRIUMF","funders":"","keywords":"Parametrization (atmospheric modeling); Simple (philosophy); Quadrupole; Enhanced Data Rates for GSM Evolution; Element (criminal law); Function (biology); Algorithm; Magnetic field; Field (mathematics); Physics; Computer science; Mathematical analysis; Mathematics; Optics; Pure mathematics; Quantum mechanics; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.00009045559,0.00004327861,0.00004061606,0.00004210831,0.00001640132,0.00001485157,0.00003701291,0.00002981826,0.00003060473],"category_scores_gemma":[0.000005615507,0.00004005716,0.00001370441,0.0001948352,0.000005684694,0.00006962653,0.000004806624,0.00003384346,0.00004734148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002109716,"about_ca_system_score_gemma":0.000001408202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005385655,"about_ca_topic_score_gemma":0.00002744711,"domain_scores_codex":[0.9996662,0.000001251974,0.00009206367,0.00004548657,0.00005744985,0.0001375347],"domain_scores_gemma":[0.9998547,0.00001444759,0.000002297364,0.00007382784,0.00001055738,0.00004414157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000110271,0.0001090226,0.3757232,0.00003882483,0.00006118827,0.00002596056,0.0002001115,0.05298872,0.112527,0.02643897,0.003575982,0.4283],"study_design_scores_gemma":[0.0001781408,0.00002398697,0.2674359,0.000004561088,0.00001008587,0.000006257004,0.0001042639,0.5013219,0.2219392,0.0004130189,0.008225249,0.0003374541],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.786524,0.00002626274,0.1951381,0.000004541717,0.0001063256,0.00002716357,3.496649e-7,0.0002528524,0.01792041],"genre_scores_gemma":[0.9983419,0.000006386215,0.001481824,0.00002655288,0.00003841595,8.755582e-7,0.000002801427,0.000009471719,0.00009173435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4483332,"threshold_uncertainty_score":0.1633484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01189851608616655,"score_gpt":0.2383585439847087,"score_spread":0.2264600278985422,"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."}}