{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007434354,0.001072987,0.0008085712,0.001328434,0.001531821,0.003230626,0.0009866623,0.001275895,0.08837684],"category_scores_gemma":[0.00351241,0.0003752881,0.0006182106,0.001096998,0.001520131,0.003384684,0.001758239,0.002296408,0.02277059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001299496,"about_ca_system_score_gemma":0.001111365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002947873,"about_ca_topic_score_gemma":0.002721605,"domain_scores_codex":[0.9992284,0.0001818131,0.00002592081,0.0001487282,0.0003142798,0.0001009061],"domain_scores_gemma":[0.9994406,0.0001325125,0.00004399004,0.00014532,0.0001706208,0.00006696322],"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":[0.000012195,0.00001236388,0.00005911174,0.00003257407,0.000006198507,0.0000202181,0.00002317643,0.0005013857,0.0001418233,0.9269196,0.05813456,0.01413665],"study_design_scores_gemma":[0.00001290561,0.000007112321,0.000326565,0.00003284977,0.000008725474,0.00008928947,0.00001882527,0.01212599,0.0005232419,0.8726529,0.1141861,0.00001560582],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006169763,0.001690119,0.0399153,0.006026332,0.001520727,0.00004134099,0.00113562,0.0006371079,0.9428636],"genre_scores_gemma":[0.2135556,0.002002559,0.01684779,0.001911909,0.001579205,0.0001464579,0.001351266,0.001350539,0.7612548],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08837684,"threshold_uncertainty_score":0.29565,"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."}}