{"id":"W3111219913","doi":"10.1017/9780511734809","title":"Control Theory for Physicists","year":2021,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Intuition; Control (management); Management science; Computer science; Causality (physics); Data science; Epistemology; Engineering; Artificial intelligence; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00006642457,0.0003071863,0.0004629565,0.0000371348,0.0001670255,0.00003456175,0.0002952579,0.0001296519,0.00001006312],"category_scores_gemma":[0.000006056695,0.0003605421,0.0003179648,0.000007324694,0.00008754051,0.00003518437,0.000112808,0.0002916727,0.000003573148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000116845,"about_ca_system_score_gemma":0.0002214247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001038157,"about_ca_topic_score_gemma":1.542552e-7,"domain_scores_codex":[0.9989459,0.00005629528,0.0001420598,0.0004305626,0.0001242086,0.0003009788],"domain_scores_gemma":[0.9987838,0.0003420643,0.0001758345,0.0003776417,0.0001979689,0.0001227029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001015132,0.00002353483,1.326785e-7,0.00005453477,0.0002956572,0.0000216239,0.000008580212,0.00001172397,0.00005915356,0.9812471,0.01110068,0.007075739],"study_design_scores_gemma":[0.00176591,0.00005845043,9.282616e-7,0.000120461,0.0005035652,7.103689e-7,0.00004836281,0.004117094,0.0001661784,0.02168668,0.9709399,0.0005917415],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000005085667,0.00002122944,0.4717215,0.000002057432,0.0001310946,0.0002971317,0.003341119,0.00002244487,0.5244583],"genre_scores_gemma":[0.003602587,0.000002085396,0.0007037084,0.00004626259,0.0003636559,0.000005868358,0.0006155933,0.00005884869,0.9946014],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9598392,"threshold_uncertainty_score":0.9998847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008800907187309632,"score_gpt":0.2057400123421068,"score_spread":0.1969391051547972,"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."}}