{"id":"W4406531137","doi":"10.1016/0967-0653(95)99071-x","title":"10.1016/0967-0653(95)99071-x","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Nonlinear Dynamics and Pattern Formation","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Kinetics; Nonlinear system; Electrochemistry; Convection; Chemistry; Thermodynamics; Physical chemistry; Physics; Electrode; Classical mechanics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001298862,0.00009227049,0.00008657023,0.00004694548,0.00006882111,0.0001300965,0.0005121392,0.00003696409,0.955577],"category_scores_gemma":[0.000004692253,0.00008818509,0.00003946986,0.0002125434,0.000009075168,0.0003091513,0.00007634706,0.00007072496,0.9954599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000219921,"about_ca_system_score_gemma":0.00001792115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001480673,"about_ca_topic_score_gemma":3.018537e-7,"domain_scores_codex":[0.9992917,0.00002294832,0.0001433042,0.0001794235,0.0001670981,0.0001955424],"domain_scores_gemma":[0.9994581,0.00001750286,0.00002628257,0.0003680791,0.00003259221,0.00009741894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004602679,0.00002192603,1.323308e-7,0.000002821497,0.000003974705,0.000002251403,0.00003444422,0.0002115943,0.000007426227,0.00002700457,0.0336312,0.9660527],"study_design_scores_gemma":[0.00008731402,0.00005801871,0.00002351581,0.000007284467,0.000001771708,0.000007829998,1.244712e-7,0.1191721,0.00002504386,0.00004942535,0.8804569,0.0001107163],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004338698,0.0000173754,0.001445346,0.0004004249,0.000003944987,0.0001008896,0.000008852964,0.0001482486,0.9974411],"genre_scores_gemma":[0.0001456516,2.281102e-7,0.002913785,0.0001064414,0.00008250718,0.00000525892,0.0000192616,0.000008088903,0.9967188],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9659419,"threshold_uncertainty_score":0.3596084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005815104824751157,"score_gpt":0.172126603267777,"score_spread":0.1663114984430259,"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."}}