{"id":"W2094362657","doi":"10.4171/ifb/215","title":"Linear stability of selfsimilar solutions of unstable thin-film equations","year":2009,"lang":"en","type":"article","venue":"Interfaces and Free Boundaries Mathematical Analysis Computation and Applications","topic":"Advanced Mathematical Modeling in Engineering","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Office of Naval Research; Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Stability (learning theory); Mathematics; Materials science; Applied mathematics; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0002831829,0.0001244322,0.0003728051,0.0001498878,0.0002473785,0.00009752617,0.0002748149,0.00004680863,0.00001152582],"category_scores_gemma":[0.0001346681,0.0001093871,0.00007882957,0.0006978821,0.0003554414,0.0002455149,0.000149209,0.00008787942,0.000001369152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001416381,"about_ca_system_score_gemma":0.00003369884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006854186,"about_ca_topic_score_gemma":0.000005945663,"domain_scores_codex":[0.9987863,0.00002582705,0.000590966,0.0002509524,0.0002022058,0.0001438012],"domain_scores_gemma":[0.9986587,0.000441281,0.0001930001,0.0004024468,0.0002264825,0.00007804688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001757222,0.0001586003,0.0000151477,0.00009350512,0.00009914217,5.447975e-8,0.0009857836,0.03952018,0.0004622606,0.9561362,0.000005633447,0.002521717],"study_design_scores_gemma":[0.00007176857,0.0000297562,0.0000483272,0.00001516888,0.0001022191,8.030453e-7,0.0001073982,0.6220037,0.0005091022,0.3770132,0.0000331168,0.00006540933],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007829451,0.0002225556,0.9905958,0.0006333395,0.000008065371,0.0002053197,0.00001973603,0.00007648098,0.0004093228],"genre_scores_gemma":[0.6848982,0.000009772466,0.3150411,0.00001791948,0.000005000222,0.00001421039,0.000004316613,0.000002805325,0.000006691635],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6770687,"threshold_uncertainty_score":0.4460675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02721789402262121,"score_gpt":0.2738678531568439,"score_spread":0.2466499591342227,"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."}}