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Department of Science and Technology, Ministry of Science and Technology, India; Generalitat de Catalunya; European Regional Development Fund; Bundesministerium für Bildung und Forschung; Canarie; Deutsche Forschungsgemeinschaft; Centres de Recerca de Catalunya; Ministerstwo Edukacji i Nauki; CERN; Comisión Nacional de Investigación Científica y Tecnológica; Danmarks Grundforskningsfond; European Commission; General Secretariat for Research and Technology; Leverhulme Trust; Türkiye Atom Enerjisi Kurumu","keywords":"Algorithm; Physics; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00133229,0.0009095083,0.000507504,0.001420624,0.0008656993,0.001151976,0.001328895,0.001130993,0.004143799],"category_scores_gemma":[0.001224158,0.0007832723,0.0007608606,0.001761043,0.0005896012,0.000706515,0.001278423,0.001011754,0.0009940384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001833878,"about_ca_system_score_gemma":0.0005067608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002585853,"about_ca_topic_score_gemma":0.003807835,"domain_scores_codex":[0.9989263,0.0001838902,0.00003068702,0.0003783288,0.0003078421,0.0001728835],"domain_scores_gemma":[0.9991104,0.0002573541,0.000209575,0.000150762,0.0001410816,0.0001306626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.008737734,0.0004495803,0.09047419,0.0004061255,0.0008279952,0.001441313,0.0005681667,0.01807296,0.7921743,0.01829083,0.008146778,0.06041],"study_design_scores_gemma":[0.0002182933,0.0006942329,0.1445101,0.00004071763,0.0002557145,0.0009018464,0.000119463,0.03218789,0.8098272,0.002454254,0.008568971,0.0002212257],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9276326,0.001166851,0.04572976,0.0003582551,0.00008338637,0.00005755128,0.003237758,0.001952596,0.01978128],"genre_scores_gemma":[0.9879609,0.0001172405,0.007591863,0.00007567231,0.00001253414,0.00003070101,0.001657504,0.0002053527,0.002348291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004143799,"threshold_uncertainty_score":0.01386243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01438814078422141,"score_gpt":0.2427596783355098,"score_spread":0.2283715375512884,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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