{"id":"W6891988814","doi":"10.48660/21120018","title":"UltraLight Dark Matter Dynamics in the Language of Eigenstates","year":2021,"lang":"en","type":"other","venue":"PIRSA","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Perimeter Institute","funders":"","keywords":"Dark matter; Dynamics (music); Eigenvalues and eigenvectors; Spectrum (functional analysis); Field (mathematics)","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":[0.0002086243,0.0002408234,0.0003563845,0.0002289205,0.000009921542,0.00002540753,0.0004352221,0.00017064,0.01095714],"category_scores_gemma":[0.00002395526,0.0001699043,0.00009954162,0.0003506756,0.0000890219,0.00001444924,0.00004509207,0.0002408313,0.002884498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001125733,"about_ca_system_score_gemma":0.00003845015,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003008697,"about_ca_topic_score_gemma":0.01842023,"domain_scores_codex":[0.9987748,0.0001801026,0.0002292421,0.0002634674,0.0002936845,0.0002586951],"domain_scores_gemma":[0.9989864,0.00007362555,0.0002025037,0.0006969722,0.0000173503,0.00002313089],"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":[0.00000572378,0.0001020877,0.0120904,0.0002447066,0.00008365769,0.0001587971,0.002921967,0.000001541134,0.0009515056,0.0004205117,0.982892,0.0001270878],"study_design_scores_gemma":[0.00117942,0.0000417,0.01452656,0.002102637,0.000247193,0.00008593994,0.01514633,0.00008077049,0.001178214,0.0004148039,0.9636363,0.00136017],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003903721,0.002353513,0.000005018951,0.0001998938,0.0001285249,0.0002715062,0.001232561,0.00005318778,0.991852],"genre_scores_gemma":[0.05097472,0.00009530509,0.0005505224,0.0006250549,0.0002256745,0.00004410608,0.002253397,0.001553265,0.943678],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04817411,"threshold_uncertainty_score":0.999491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008430459085975946,"score_gpt":0.2545409579947742,"score_spread":0.2461104989087982,"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."}}