{"id":"W1935789429","doi":"10.3233/asy-131212","title":"A novel generalized solution expansion for the Lagerstrom model","year":2014,"lang":"en","type":"article","venue":"Asymptotic Analysis","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Applied mathematics; Mathematics","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":[0.001041739,0.0007111378,0.0009080124,0.001255935,0.0006974137,0.001181744,0.001603646,0.001857827,0.005957944],"category_scores_gemma":[0.004667135,0.000255741,0.001148434,0.0007809924,0.001682481,0.002495088,0.001584884,0.0017643,0.0007941551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009252112,"about_ca_system_score_gemma":0.001143982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002389862,"about_ca_topic_score_gemma":0.001990143,"domain_scores_codex":[0.9995673,0.0001883233,0.00001729387,0.0000594839,0.0001029296,0.00006462559],"domain_scores_gemma":[0.9992645,0.0003154505,0.0001260239,0.00005999369,0.0001435889,0.00009039525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001027196,0.00001772268,0.0002803894,0.00007171314,0.00001104219,0.0001831717,0.0001465042,0.0243509,0.0009565286,0.9675605,0.002671806,0.003739472],"study_design_scores_gemma":[0.00002028403,0.00003445034,0.0002392354,0.00003695781,0.00001287513,0.0002701382,0.00009491828,0.5054446,0.0002367657,0.4865889,0.006991664,0.00002916669],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09936477,0.002321048,0.8216779,0.005854825,0.0009525722,0.0001310182,0.0002798014,0.0003461161,0.06907187],"genre_scores_gemma":[0.7571014,0.002801093,0.1544005,0.002538186,0.001719676,0.0004214573,0.0004443362,0.0003696764,0.0802037],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005957944,"threshold_uncertainty_score":0.01993126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03741051071759954,"score_gpt":0.2982097811143861,"score_spread":0.2607992703967866,"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."}}