{"id":"W2055124053","doi":"10.1039/b701530p","title":"Optical imaging of pattern formation: reflection anisotropy microscopy applied to globally coupled oscillatory CO-oxidation","year":2007,"lang":"en","type":"article","venue":"Physical Chemistry Chemical Physics","topic":"Nonlinear Dynamics and Pattern Formation","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Anisotropy; Microscopy; Optical microscope; Reflection (computer programming); Optics; Materials science; Chemistry; Nanotechnology; Chemical physics; Physics; Scanning electron microscope; Computer science","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":[0.0001779031,0.0002255526,0.000263635,0.00002145003,0.0000707713,0.00009087188,0.0005424683,0.0000731783,0.00000403949],"category_scores_gemma":[0.00001604533,0.0002389473,0.0001150853,0.0003762805,0.0000676468,0.0004065166,0.0001822618,0.0002118886,0.00004427423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002052344,"about_ca_system_score_gemma":0.00004035408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005080354,"about_ca_topic_score_gemma":2.726628e-7,"domain_scores_codex":[0.9983309,0.000007215162,0.0004087463,0.0003698887,0.0005218831,0.0003613601],"domain_scores_gemma":[0.9989213,0.00006806024,0.0002028533,0.0004383467,0.0001730412,0.0001963644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002807342,0.0001829216,0.00008641464,0.00009287299,0.000009166593,9.128841e-7,0.0001950167,0.0001205783,0.9876696,0.001647604,0.00009000386,0.009876857],"study_design_scores_gemma":[0.0003291926,0.00001650546,0.0001260354,0.00002247099,0.000009338558,0.000004700839,0.00001447915,0.1141303,0.8821735,0.002860431,0.0000861263,0.0002268533],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4538124,0.000001826557,0.543934,0.0001033033,0.00003349512,0.00009588985,0.000007736962,0.000073002,0.00193841],"genre_scores_gemma":[0.9888954,9.076282e-7,0.01022347,0.0002469602,0.0004590531,0.000007437795,0.0001444071,0.00001643142,0.000005990788],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.535083,"threshold_uncertainty_score":0.9743989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009229932583731643,"score_gpt":0.2759086533984937,"score_spread":0.2666787208147621,"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."}}