{"id":"W4411370386","doi":"10.1063/5.0245096","title":"Magnetohydrodynamical thermoresistive instability and the Claws of chaos","year":2025,"lang":"en","type":"article","venue":"Chaos An Interdisciplinary Journal of Nonlinear Science","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Instability; Physics; Chaotic; Attractor; Aperiodic graph; Parameter space; Nonlinear system; Classical mechanics; Mechanics; Statistical physics; Mathematical analysis; Mathematics; Quantum mechanics; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001230761,0.0001342253,0.0003517225,0.0001333808,0.0003928292,0.00004825326,0.0005314328,0.00002319666,0.0000714358],"category_scores_gemma":[0.00005342609,0.00007717961,0.0001145291,0.0003210664,0.002402462,0.0002414169,0.0005167518,0.000244843,0.000001242134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000233161,"about_ca_system_score_gemma":0.0002046352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002823052,"about_ca_topic_score_gemma":0.000006727001,"domain_scores_codex":[0.9987916,0.0001034015,0.0004671102,0.0002059756,0.0002435659,0.0001883158],"domain_scores_gemma":[0.9987603,0.0003235457,0.0003034285,0.00025301,0.0002806957,0.00007895006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002424217,0.001026385,0.8589618,0.0001122393,0.0003973877,0.00002171653,0.01897184,0.0002001804,0.002022078,0.02512126,0.0001888403,0.09055209],"study_design_scores_gemma":[0.002373934,0.0006547324,0.9221641,0.0002190632,0.0001693196,0.00006575535,0.007988519,0.03627491,0.001517582,0.02820488,0.0001349486,0.0002322821],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9758823,0.0003933534,0.001781969,0.001174983,0.000446942,0.0001477659,0.000009876371,0.00000340942,0.02015942],"genre_scores_gemma":[0.9982557,0.00001481588,0.001438129,0.00002586363,0.0001752966,0.000001751932,0.000001386509,0.000003893337,0.00008322099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09031981,"threshold_uncertainty_score":0.8851971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008802163472159308,"score_gpt":0.2944103047753878,"score_spread":0.2856081413032285,"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."}}