{"id":"W2133051158","doi":"10.1098/rspa.2008.0388","title":"Oscillating flames: multiple-scale analysis","year":2009,"lang":"en","type":"article","venue":"Proceedings of the Royal Society A Mathematical Physical and Engineering Sciences","topic":"Combustion and Detonation Processes","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Mechanics; Oscillation (cell signaling); Constant (computer programming); Ignition system; Tube (container); Scale (ratio); Speed of sound; Closure (psychology); Front (military); Expansion ratio; Physics; Acoustics; Thermodynamics; Materials science; Chemistry; Computer science; Meteorology","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":[0.0003940484,0.0005841792,0.0005949152,0.0005474957,0.0003319444,0.0007100496,0.0007386436,0.0008821423,0.002476321],"category_scores_gemma":[0.001294899,0.0002418055,0.0008545377,0.000269437,0.0006262326,0.0009556714,0.001007394,0.0009006577,0.0003141674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004572682,"about_ca_system_score_gemma":0.0004614231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001449029,"about_ca_topic_score_gemma":0.001094346,"domain_scores_codex":[0.9998467,0.00003160001,0.000006461145,0.00002216128,0.00007653035,0.00001654807],"domain_scores_gemma":[0.9997655,0.00007628062,0.00004118981,0.00002545404,0.00006386061,0.00002767593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004216008,0.0000476316,0.0007969959,0.000164757,0.0000343627,0.0002133595,0.00009040303,0.6335742,0.01067448,0.3257329,0.00184753,0.02678112],"study_design_scores_gemma":[0.000005052396,0.000007642757,0.0001204197,0.000005045285,0.000002544826,0.00002249676,0.0000100318,0.9780846,0.0002453586,0.02070898,0.0007818472,0.000006029295],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08801674,0.001458445,0.8851288,0.0005889636,0.0002639985,0.00008100335,0.0001029018,0.0003049571,0.02405421],"genre_scores_gemma":[0.7744058,0.001256035,0.2081323,0.0001418946,0.0002801245,0.000124638,0.0001230988,0.0001805988,0.01535557],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002476321,"threshold_uncertainty_score":0.008284152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006852031093304187,"score_gpt":0.2062353922650759,"score_spread":0.1993833611717717,"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."}}