{"id":"W3011055907","doi":"10.2172/1454005","title":"Users Guide to the Program DIMAD","year":2018,"lang":"en","type":"report","venue":"","topic":"Particle Accelerators and Free-Electron Lasers","field":"Engineering","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"U.S. Department of Energy","keywords":"Quadrupole; Chromaticity; Computer science; Physics; Work (physics); Nonlinear system; Atomic physics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003627785,0.002176468,0.002455887,0.003342583,0.001138405,0.004319741,0.005036792,0.001335829,0.448334],"category_scores_gemma":[0.01043226,0.002011473,0.001678123,0.004025926,0.0006143771,0.004583309,0.003309463,0.003821703,0.3485575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001113418,"about_ca_system_score_gemma":0.002215422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003274568,"about_ca_topic_score_gemma":0.004464172,"domain_scores_codex":[0.9982169,0.0003491037,0.0001669305,0.000320354,0.0007412258,0.0002053702],"domain_scores_gemma":[0.9956969,0.001584842,0.0001379897,0.0006931823,0.001515619,0.000371443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001850558,0.00006477399,0.000394678,0.0003572727,0.000022504,0.00004806741,0.00008076143,0.0005020158,0.0006340382,0.006347673,0.9448284,0.04653477],"study_design_scores_gemma":[0.0001046807,0.00002231292,0.0004804478,0.0001339705,0.00001927384,0.0001247658,0.00004148425,0.002985572,0.00216562,0.01084072,0.9830291,0.00005199104],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.001162901,0.001427602,0.1688151,0.001021764,0.000668826,0.0005132894,0.1765192,0.5368457,0.1130255],"genre_scores_gemma":[0.01175273,0.001596289,0.2790286,0.002275025,0.0003578858,0.002584461,0.2552567,0.3490775,0.09807091],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.448334,"threshold_uncertainty_score":0.7868845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.024833445605872,"score_gpt":0.3101672995943551,"score_spread":0.285333853988483,"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."}}