{"id":"W6966802574","doi":"10.48660/22090026","title":"Fluctuation-Dissipation theorem","year":2022,"lang":"en","type":"other","venue":"PIRSA","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Perimeter Institute","funders":"","keywords":"Representation theorem; Calculus (dental); Fixed-point theorem; Danskin's theorem; Sequence (biology)","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":[0.000204952,0.0001995475,0.0001816673,0.0003373344,0.00006329362,0.00002645993,0.0002458851,0.0001203498,0.3904732],"category_scores_gemma":[0.00009487478,0.0002008932,0.00007030876,0.0002715293,0.00003925182,0.00003057987,0.00007766204,0.0001898893,0.03524445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002154985,"about_ca_system_score_gemma":0.00006687515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001466479,"about_ca_topic_score_gemma":0.000171859,"domain_scores_codex":[0.9988212,0.0001179457,0.0001383263,0.000306258,0.0004419766,0.0001742752],"domain_scores_gemma":[0.9991619,0.0000322491,0.0002366702,0.0005069524,0.00001700065,0.00004525142],"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":[0.000006181063,0.00003056136,0.0001557993,0.00001766254,0.00004400017,0.000003252951,0.000187916,0.000005985195,0.00009188621,0.01081227,0.9854822,0.003162327],"study_design_scores_gemma":[0.0001793937,0.00001301183,0.0003672924,0.00001807922,0.00004355226,0.000001617632,0.00004136602,0.00005493243,0.00001269329,0.001539287,0.9975008,0.0002279734],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003167643,0.0004525762,0.0000869592,0.00005913346,0.0004315092,0.0003574057,0.0004309628,0.0008536375,0.9972962],"genre_scores_gemma":[0.00307364,0.00001518596,0.0003464918,0.0000916397,0.000630316,0.0001456592,0.001993774,0.001905457,0.9917979],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3552288,"threshold_uncertainty_score":0.9655067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01542526951001066,"score_gpt":0.2641487072358346,"score_spread":0.2487234377258239,"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."}}