{"id":"W2083596694","doi":"10.1088/0264-9381/22/3/009","title":"A dynamical systems approach to the tilted Bianchi models of solvable type","year":2005,"lang":"en","type":"article","venue":"Classical and Quantum Gravity","topic":"Cosmology and Gravitation Theories","field":"Physics and Astronomy","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Physics; Barotropic fluid; Type (biology); Mathematical physics; Dynamical systems theory; Attractor; Classical mechanics; Invariant (physics); Conservative vector field; Homothetic transformation; Equilibrium point; Mathematical analysis; Nonlinear system; Geometry; Quantum mechanics; Compressibility; Mechanics","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":[],"consensus_categories":[],"category_scores_codex":[0.0001715112,0.0001003083,0.0001957152,0.00002507969,0.0001307193,0.0000235777,0.0001140993,0.00004582043,0.000009277696],"category_scores_gemma":[0.000009809094,0.00006438623,0.00004940354,0.0001558654,0.000168622,0.00006191617,0.00005464457,0.0001482305,0.00001983079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006565599,"about_ca_system_score_gemma":0.00002492631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006691134,"about_ca_topic_score_gemma":0.00000507122,"domain_scores_codex":[0.9993128,0.00008086912,0.0001726482,0.0001773889,0.0000904415,0.0001659188],"domain_scores_gemma":[0.9995338,0.00009792777,0.00005000232,0.0001727169,0.00006233417,0.0000832347],"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":[0.00005396267,0.0001712751,0.001637057,0.00001074217,0.00002705133,9.70022e-8,0.0002787382,0.0007816564,0.0001418507,0.9931346,0.001305053,0.002457963],"study_design_scores_gemma":[0.000508278,0.0001746884,0.007912824,0.00002522742,0.00006221799,0.000003666484,0.0007252582,0.235638,0.0001640125,0.7391254,0.01539771,0.0002627395],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9194297,0.0001916391,0.07364202,0.002083543,0.0002208095,0.0003169631,0.00008268329,0.00002748604,0.004005167],"genre_scores_gemma":[0.9985154,6.453524e-7,0.0004381989,0.00005887091,0.0001492569,0.00001954547,0.0000241903,0.000006149576,0.0007877506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2540092,"threshold_uncertainty_score":0.2625594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02018571819855235,"score_gpt":0.2498838351255637,"score_spread":0.2296981169270114,"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."}}