{"id":"W4250737449","doi":"10.5642/jhummath.201401.14","title":"Arnold diffusion","year":2014,"lang":"fr","type":"article","venue":"Journal of Humanistic Mathematics","topic":"Radioactive Decay and Measurement Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Philosophy","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":[0.001009761,0.0002166883,0.000502724,0.0001031158,0.000132904,0.000112297,0.0002861681,0.0000809994,0.0007119771],"category_scores_gemma":[0.0001278382,0.0001849641,0.0002803123,0.0000690467,0.0001098816,0.000174135,0.00003608327,0.0003953779,0.00009208704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001092231,"about_ca_system_score_gemma":0.00009323238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004107197,"about_ca_topic_score_gemma":8.096659e-7,"domain_scores_codex":[0.9982995,0.0001035496,0.0008040595,0.0001035724,0.0004417918,0.0002475628],"domain_scores_gemma":[0.9979576,0.0002525818,0.001069134,0.0002513569,0.0003267663,0.000142487],"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":[0.00001431194,0.001407682,0.0002886486,0.0004264545,0.0002263495,0.00001287552,0.001571705,0.00002062422,0.005304779,0.9553636,0.01944236,0.0159206],"study_design_scores_gemma":[0.00102047,0.0009708058,0.0002530296,0.001920899,0.0007741332,0.0001186739,0.0008386584,0.003398833,0.007984778,0.6416796,0.3406339,0.0004062272],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02369317,0.0009371602,0.9314824,0.0007706566,0.001482126,0.0001847101,0.00001184937,0.00001712837,0.04142085],"genre_scores_gemma":[0.9564881,0.00008424376,0.03313812,0.00006164181,0.002378477,0.000002692077,0.000002404719,0.00004013296,0.007804144],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.932795,"threshold_uncertainty_score":0.779565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02003078919472034,"score_gpt":0.257685634249576,"score_spread":0.2376548450548556,"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."}}