{"id":"W4299739328","doi":"","title":"Macroscopic models of collective motion with repulsion","year":2015,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Micro and Nano Robotics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Collective motion; Motion (physics); Classical mechanics; Physics; 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":[0.0009592646,0.0001071789,0.0001561884,0.00005918518,0.0001105727,0.00004468445,0.0002145841,0.00003659097,0.000062176],"category_scores_gemma":[0.00003628454,0.00009645335,0.00004701889,0.0003030873,0.00008938312,0.0001377209,0.00009505539,0.00009898403,0.000009061631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004624681,"about_ca_system_score_gemma":0.000187916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007515289,"about_ca_topic_score_gemma":0.00009240065,"domain_scores_codex":[0.9985337,0.0007218358,0.0001980602,0.0002180527,0.000181335,0.0001470513],"domain_scores_gemma":[0.9977711,0.0001555256,0.0001899524,0.0005275702,0.001259952,0.00009588405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002274822,0.003753345,0.09860551,0.0001380829,0.0003362368,0.000004069881,0.07074327,0.007717994,0.05391507,0.6747248,0.009259672,0.08057447],"study_design_scores_gemma":[0.003782874,0.000005204261,0.004702326,0.001015382,0.00009554339,0.000005333651,0.001684941,0.07517716,0.8606974,0.05002602,0.002215608,0.000592243],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3450957,0.00009051105,0.5415521,0.0004859382,0.00004174974,0.0002019033,0.0000220265,0.00003503037,0.1124751],"genre_scores_gemma":[0.9699636,0.000005699049,0.02209226,0.000009216758,0.000009518408,0.000009738669,0.00007135402,0.00001413069,0.007824534],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8067823,"threshold_uncertainty_score":0.3933253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01585558716348268,"score_gpt":0.2213683563086077,"score_spread":0.205512769145125,"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."}}