{"id":"W4210957818","doi":"10.1063/1.2408522","title":"New Books","year":2004,"lang":"en","type":"article","venue":"Physics Today","topic":"Statistical Mechanics and Entropy","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Physics; Mathematical physics; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000194174,0.00009695513,0.0001027107,0.000007598461,0.00005611543,0.00003413173,0.00009396263,0.00001225139,0.0005597408],"category_scores_gemma":[0.00000179656,0.0000896097,0.00006202775,0.00006013633,0.000009245602,0.00005461398,0.0000312614,0.0000883205,0.00047718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001512278,"about_ca_system_score_gemma":0.00005667777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003402289,"about_ca_topic_score_gemma":3.385015e-7,"domain_scores_codex":[0.9994584,0.000004801594,0.00008954965,0.0001431074,0.000103614,0.0002005641],"domain_scores_gemma":[0.9996613,0.00001769956,0.00002849145,0.0001549608,0.00001821968,0.0001192813],"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":[0.00000225654,0.00003275907,0.000118733,0.000001154615,0.00001643781,6.774936e-7,0.00005538306,0.00008837561,0.0004093642,0.9348176,0.001853352,0.06260388],"study_design_scores_gemma":[0.0004876379,0.00002644754,0.000111354,0.000008769657,0.00001334754,1.249925e-7,0.00001863817,0.0003288633,0.008738705,0.9816449,0.008493443,0.0001277923],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003388783,0.0000106808,0.9492823,0.0002317002,0.000224665,0.00006228246,0.00001885565,0.00003138595,0.04674927],"genre_scores_gemma":[0.9882381,5.592347e-7,0.009320719,0.0001170333,0.001084798,0.000006157748,0.0000167964,0.0000176158,0.001198216],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9848493,"threshold_uncertainty_score":0.6133343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0122540935313461,"score_gpt":0.2460552975493331,"score_spread":0.233801204017987,"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."}}