{"id":"W4387954459","doi":"10.55730/1300-0101.2748","title":"A comprehensive review of geometrical thermodynamics: From fluctuations to black holes","year":2023,"lang":"en","type":"review","venue":"TURKISH JOURNAL OF PHYSICS","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Quantum Research Center","funders":"Iran Science Elites Federation","keywords":"Thermodynamic equations; Thermodynamic system; Thermodynamics; Curvature; Thermodynamic beta; Statistical physics; Physics; Extended irreversible thermodynamics; Thermodynamic process; Material properties; Non-equilibrium thermodynamics; Thermodynamic databases for pure substances; Mathematics; Geometry","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":[0.0004180817,0.000800135,0.000918082,0.002174707,0.0003861867,0.0009519917,0.0005304137,0.0007426926,0.004031674],"category_scores_gemma":[0.0009963248,0.0003001536,0.0003858142,0.002515945,0.0004862958,0.001902005,0.0007040359,0.00111068,0.001517722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005440924,"about_ca_system_score_gemma":0.001515009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001140882,"about_ca_topic_score_gemma":0.001454264,"domain_scores_codex":[0.9998075,0.00004200185,0.00002243725,0.00003387481,0.00007624493,0.00001788132],"domain_scores_gemma":[0.9997151,0.0001440287,0.00003129954,0.000009346763,0.00007974976,0.00002039262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005013316,0.00007696875,0.0003563383,0.02830863,0.0001133166,0.0002666177,0.0002599435,0.001294276,0.003001759,0.06268251,0.1068872,0.7967023],"study_design_scores_gemma":[0.000004783883,0.00004798883,0.0007016955,0.003677989,0.00005178878,0.0005430491,0.00006851542,0.0001732025,0.0003682153,0.01486519,0.9794747,0.00002289396],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002207568,0.9961997,0.0003795966,0.0005070133,0.000313173,0.000003196819,0.00002728969,0.000009194392,0.002340091],"genre_scores_gemma":[0.001701634,0.9962429,0.0002696919,0.0002716537,0.0005613019,0.0000062116,0.00003772846,0.000004347572,0.0009045535],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004031674,"threshold_uncertainty_score":0.01348734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05679102011816328,"score_gpt":0.3600032198196475,"score_spread":0.3032121997014842,"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."}}