{"id":"W3014896250","doi":"10.1063/1.5142502","title":"Octopus, a computational framework for exploring light-driven phenomena and quantum dynamics in extended and finite systems","year":2020,"lang":"en","type":"article","venue":"The Journal of Chemical Physics","topic":"Strong Light-Matter Interactions","field":"Physics and Astronomy","cited_by":394,"is_retracted":false,"has_abstract":true,"ca_institutions":"Xanadu Quantum Technologies (Canada)","funders":"FP7 Ideas: European Research Council; Deutsche Forschungsgemeinschaft; Horizon 2020 Framework Programme; Lawrence Livermore National Laboratory; Euskal Herriko Unibertsitatea; Simons Foundation","keywords":"Quantum; Formalism (music); Quantum dynamics; Ab initio; Complex system; Physical system; Open quantum system","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":[0.00006731864,0.0001046823,0.0002192003,0.00001776298,0.00004106408,0.00004639184,0.000117243,0.00001930835,0.000003389555],"category_scores_gemma":[0.00001906283,0.00007936077,0.00005374345,0.00007995406,0.00003571333,0.0001771549,0.00004602181,0.0003100819,0.000001115899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003352074,"about_ca_system_score_gemma":0.00002048727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005868089,"about_ca_topic_score_gemma":7.241405e-8,"domain_scores_codex":[0.9993588,0.00002742794,0.0002853046,0.00008630913,0.0001186098,0.0001235007],"domain_scores_gemma":[0.9989526,0.0006235679,0.0002147644,0.00006171343,0.00006813516,0.00007921662],"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":[0.001353758,0.0009291928,0.01880915,0.0005380816,0.001504996,0.00000857163,0.0233233,0.05916518,0.08928613,0.7890347,0.00179738,0.01424958],"study_design_scores_gemma":[0.002557438,0.0003088043,0.0008148407,0.0006499615,0.0003040812,0.00002049717,0.006721793,0.3938079,0.01634656,0.5775099,0.0004518696,0.000506261],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8672556,0.00008235752,0.1303227,0.001949125,0.000135359,0.0001380621,0.00003204316,0.000006258856,0.00007853938],"genre_scores_gemma":[0.9971308,0.000001158532,0.001899623,0.00007633281,0.0008610702,0.000008868203,0.000006183096,0.00001412505,0.000001864468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3346428,"threshold_uncertainty_score":0.3236238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03977170341986869,"score_gpt":0.2735739468181833,"score_spread":0.2338022433983146,"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."}}