{"id":"W2188455361","doi":"10.1016/j.physd.2016.03.011","title":"First-order aggregation models with alignment","year":2016,"lang":"en","type":"article","venue":"Physica D Nonlinear Phenomena","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Discretization; Limit (mathematics); Statistical physics; Space (punctuation); Mathematics; Work (physics); Order (exchange); Applied mathematics; Population; Mathematical analysis; Computer science; Physics","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":[0.0001781767,0.0001576948,0.0003605174,0.00002920183,0.00008313113,0.000003546961,0.00006893169,0.00007010922,0.0005457566],"category_scores_gemma":[0.00007394986,0.00007638994,0.00006387773,0.00009526969,0.0002716322,0.00009470565,0.00003588193,0.00009164286,0.0003267035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003735231,"about_ca_system_score_gemma":0.00003311519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003024428,"about_ca_topic_score_gemma":0.000001766191,"domain_scores_codex":[0.9990242,0.00003614237,0.0002181468,0.0002817665,0.0001341604,0.0003055983],"domain_scores_gemma":[0.9991051,0.0003102686,0.00006343894,0.0002803735,0.00007705511,0.000163794],"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":[0.0006037396,0.0009497241,0.0002595637,0.0001090425,0.0002247522,0.00001198056,0.0002243179,0.0003172072,0.0005287529,0.9885179,0.0003167772,0.007936291],"study_design_scores_gemma":[0.004184543,0.001362014,0.0003919725,0.0004260182,0.0002507109,0.00003516103,0.00004030818,0.2676827,0.001773029,0.7167909,0.006636113,0.0004265098],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1697234,0.000101541,0.675936,0.04537791,0.0001024139,0.000956957,0.00002988383,0.0002593976,0.1075125],"genre_scores_gemma":[0.9848797,0.00004680596,0.01178596,0.001233843,0.0004222737,0.00006592046,0.00001004006,0.00002256037,0.001532913],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8151562,"threshold_uncertainty_score":0.5975652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02454979965067246,"score_gpt":0.260599197224885,"score_spread":0.2360493975742126,"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."}}