{"id":"W4391544311","doi":"10.1088/2632-2153/ad2628","title":"Deep quantum graph dreaming: deciphering neural network insights into quantum experiments","year":2024,"lang":"en","type":"article","venue":"Machine Learning Science and Technology","topic":"Quantum Mechanics and Applications","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Quantum; Cognitive science; Artificial neural network; Computer science; Artificial intelligence; Psychology; Physics; Quantum mechanics","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":[0.0002762348,0.0001774764,0.0001709116,0.0003283586,0.0009012214,0.0002169419,0.0003802144,0.00006148846,0.00003930917],"category_scores_gemma":[0.00002169898,0.0001535055,0.00003772958,0.001945909,0.0003760065,0.0002054815,0.0002823147,0.0004779767,0.00002781829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000238875,"about_ca_system_score_gemma":0.00006033122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002026087,"about_ca_topic_score_gemma":0.000009470896,"domain_scores_codex":[0.9985937,0.00001861717,0.0001997172,0.0005471368,0.0002088873,0.0004319448],"domain_scores_gemma":[0.9995022,0.00004204418,0.0000572454,0.0002438702,0.00006546898,0.00008913803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001508118,0.00002457279,0.005223439,0.000006631262,0.00001434155,0.000004250718,0.0003286125,0.0003112932,0.0158989,0.9297741,0.00002545184,0.04838692],"study_design_scores_gemma":[0.0000813946,0.00007529471,0.0001251689,0.00002563414,0.000009154474,0.000004442735,0.0004074548,0.6721751,0.001276169,0.3167996,0.008862402,0.0001581465],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9375492,0.002748191,0.05755737,0.0008939311,0.0003215927,0.0001458234,4.543848e-7,0.0003556167,0.0004277674],"genre_scores_gemma":[0.9991963,0.00003035203,0.0005178131,0.00003089176,0.0001017431,0.00006137463,0.000006131853,0.0000204676,0.00003491933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6718638,"threshold_uncertainty_score":0.6931558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008457290324882002,"score_gpt":0.265414749664609,"score_spread":0.256957459339727,"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."}}