{"id":"W1656486450","doi":"10.1016/s0924-8099(06)80042-9","title":"Course 5 An introduction to mean field spin glas theory: Methods and results","year":2006,"lang":"en","type":"book-chapter","venue":"Les Houches/Les Houches","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Nuclear Physics; Research Nova Scotia; Ministero dell’Istruzione, dell’Università e della Ricerca","keywords":"Spin glass; Interpolation (computer graphics); Limit (mathematics); Gaussian; Context (archaeology); Simple (philosophy); Energy (signal processing); Field (mathematics); Statistical physics; Representation (politics); Mathematics; Spin (aerodynamics); Mean field theory; Physics; Mathematical analysis; Quantum mechanics; Classical mechanics; Pure mathematics; Thermodynamics; Statistics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000635188,0.0006597592,0.0006640462,0.0001220399,0.000273482,0.0001680271,0.0003574598,0.0003010699,0.0003416045],"category_scores_gemma":[0.00002822973,0.0006095684,0.0002541553,0.00007957317,0.0003189532,0.0001529266,0.0001986683,0.0006287199,0.00006681336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000478109,"about_ca_system_score_gemma":0.00008128648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002048532,"about_ca_topic_score_gemma":0.00003604767,"domain_scores_codex":[0.997415,0.0001914238,0.0006530893,0.0009976444,0.0003396459,0.0004031969],"domain_scores_gemma":[0.9980004,0.000578803,0.0003303638,0.000643881,0.0001842423,0.0002622882],"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":[0.000206698,0.00009173238,0.00002504428,0.00002466876,0.0001544453,0.000001980608,0.0002607895,0.0001936761,0.0001239778,0.7346121,0.005423846,0.258881],"study_design_scores_gemma":[0.0004636282,0.0003432743,0.0002029093,0.00009269312,0.0002753491,0.000002739912,0.0002692231,0.0001961061,0.00312956,0.83824,0.1560011,0.0007834081],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01894556,0.0009362433,0.2970876,0.008641372,0.001369877,0.001592338,0.00145645,0.0005519186,0.6694186],"genre_scores_gemma":[0.8141805,0.00002369823,0.03635343,0.0004423877,0.01618279,0.00007795111,0.00170195,0.0003115144,0.1307258],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7952349,"threshold_uncertainty_score":0.9996356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0144956252582738,"score_gpt":0.2930589096199077,"score_spread":0.2785632843616339,"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."}}