{"id":"W120030798","doi":"10.3866/pku.whxb20100113","title":"Design of Photo-Controlled Chemical Oscillators","year":2010,"lang":"en","type":"article","venue":"Acta Physico-Chimica Sinica","topic":"Nonlinear Dynamics and Pattern Formation","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Computer science; Optoelectronics; Materials 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":[0.000290134,0.0001767031,0.0003758947,0.00007550506,0.00006155972,0.00008245129,0.0009550654,0.0001041962,0.00002719104],"category_scores_gemma":[0.00005859622,0.0001515588,0.0001671287,0.0002402171,0.00006653373,0.0003975717,0.000193823,0.0002970444,0.00004562819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001693164,"about_ca_system_score_gemma":0.0001054328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001544121,"about_ca_topic_score_gemma":0.00000220062,"domain_scores_codex":[0.9986815,0.00005341877,0.0004176791,0.0003047782,0.0002861517,0.0002564626],"domain_scores_gemma":[0.9984411,0.0002856144,0.0002864701,0.0007955607,0.00009299674,0.00009828517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006833296,0.0001904438,0.00006680537,0.000009297281,0.00004007161,6.36154e-7,0.0002241565,0.00002236159,0.9916127,0.004691555,0.0003529192,0.002720695],"study_design_scores_gemma":[0.004338071,0.0001806629,0.0006104184,0.0000310686,0.00004386199,0.00001663379,0.000007707128,0.7437494,0.2401975,0.008819059,0.001455199,0.0005504104],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9490294,0.000003697007,0.04730784,0.0007777219,0.0005598605,0.0004033111,0.000009042617,0.0001191408,0.001789999],"genre_scores_gemma":[0.9723316,0.00000569473,0.02723228,0.0002378684,0.0001253892,0.00001367463,0.00000911526,0.00001469095,0.0000297272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7514153,"threshold_uncertainty_score":0.6180388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01128012753030323,"score_gpt":0.2359384895392705,"score_spread":0.2246583620089673,"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."}}