{"id":"W6948378986","doi":"10.48660/24100053","title":"Quantum simulation for materials modeling","year":2024,"lang":"en","type":"other","venue":"PIRSA","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Quantum; Simulation modeling; Field (mathematics); Computer simulation; Quantum dot; Work (physics)","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00007367251,0.0001114041,0.0001155662,0.00002356114,0.00001987642,0.00004300275,0.00008063722,0.0001178983,0.2881186],"category_scores_gemma":[0.00001394814,0.0001001694,0.00004723391,0.00004531892,0.00002049879,0.00002019418,0.00005722743,0.00003010394,0.0148557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001623715,"about_ca_system_score_gemma":0.000001942125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002021952,"about_ca_topic_score_gemma":0.0001115448,"domain_scores_codex":[0.9994117,0.000006736641,0.0001135882,0.0002151877,0.0001118285,0.0001409709],"domain_scores_gemma":[0.9997911,0.0000082602,0.00004257579,0.0001259537,0.000002128748,0.00002991416],"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":[0.000009518724,0.00001523201,0.000004138705,0.00009511394,0.00001143652,9.46505e-7,0.00004639508,0.000977256,0.0008909659,0.001523542,0.9961957,0.0002297859],"study_design_scores_gemma":[0.0001326923,0.00001038666,0.000004737534,0.0000374949,0.00002386371,2.827523e-7,0.00006165026,0.02550188,0.00007756557,0.0006387658,0.9733681,0.0001425567],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001129121,0.000291755,0.005606186,0.0001475563,0.001149457,0.0005417049,0.001092172,0.0002973543,0.9897447],"genre_scores_gemma":[0.1220505,0.00009818072,0.0001187346,0.0002065382,0.000454021,0.0001366337,0.0007402304,0.0004235375,0.8757716],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2732629,"threshold_uncertainty_score":0.9859114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05934738743251478,"score_gpt":0.3035171506716041,"score_spread":0.2441697632390893,"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."}}