{"id":"W2490773274","doi":"10.1090/cln/020/05","title":"The first branch of unstable solutions","year":2010,"lang":"en","type":"book-chapter","venue":"Courant lecture notes in mathematics","topic":"Origins and Evolution of Life","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005225007,0.0008422077,0.0007116284,0.001596326,0.001865975,0.00374079,0.0009338897,0.002098348,0.01590003],"category_scores_gemma":[0.003781511,0.0003533449,0.0006038772,0.0007937874,0.002200341,0.003148855,0.001607504,0.00363004,0.001667311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001323096,"about_ca_system_score_gemma":0.0007088772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001046604,"about_ca_topic_score_gemma":0.000512905,"domain_scores_codex":[0.9996954,0.00007804948,0.00001070654,0.00005873566,0.00008878263,0.00006828632],"domain_scores_gemma":[0.9990482,0.0004136208,0.0001068155,0.00006575572,0.0001801125,0.0001854991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002774016,0.000009097135,0.00009707193,0.00003885075,0.000005750452,0.0000667876,0.0001783421,0.0009001416,0.0007479518,0.9896066,0.003150705,0.005171053],"study_design_scores_gemma":[0.00001619707,0.00001704885,0.0002099766,0.00003299971,0.000004620883,0.0001268145,0.00007531438,0.01100079,0.0003274267,0.9824854,0.005692195,0.00001107847],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1820078,0.007683417,0.09749143,0.009775251,0.00124231,0.00008720794,0.0003446428,0.0003334396,0.7010344],"genre_scores_gemma":[0.8421312,0.003772456,0.01342302,0.001655843,0.001953681,0.0001784833,0.0003974171,0.0002290914,0.1362588],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01590003,"threshold_uncertainty_score":0.05319095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01534924649892704,"score_gpt":0.231950473761725,"score_spread":0.216601227262798,"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."}}