{"id":"W4392798201","doi":"10.28998/contegeo.4i7.8363","title":"FUNDAMENTOS TEÓRICOS DE MODELAGEM EM SISTEMAS COMPLEXOS","year":2019,"lang":"pt","type":"article","venue":"Revista Contexto Geográfico","topic":"Geography and Environmental Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Humanities; Physics; Sociology; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007900092,0.0009192879,0.001096976,0.0001281598,0.000668409,0.0005025179,0.001030546,0.0003000101,0.01853327],"category_scores_gemma":[0.00004299089,0.0009103719,0.0007621059,0.0005961574,0.0005783823,0.0004398034,0.001220804,0.0005639711,0.02160201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007656397,"about_ca_system_score_gemma":0.00003313112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005658529,"about_ca_topic_score_gemma":0.0001641315,"domain_scores_codex":[0.9945277,0.000361855,0.0009906276,0.00144081,0.00103153,0.001647503],"domain_scores_gemma":[0.9974706,0.0001697562,0.0004561974,0.001317647,0.00001952735,0.0005663342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002614549,0.001488588,0.9292874,0.001220222,0.0007385857,0.0001053264,0.004429646,0.005089482,0.007842509,0.00224431,0.01246966,0.03482285],"study_design_scores_gemma":[0.002957724,0.0009536952,0.7015817,0.0008889459,0.0005207796,0.00007011802,0.0100636,0.00761146,0.0001962766,0.0002047001,0.2725632,0.002387783],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9633987,0.01032673,0.0008583322,0.0004439624,0.0004449503,0.002187329,0.0002255909,0.0001428964,0.02197152],"genre_scores_gemma":[0.9714831,0.001387055,0.0002277294,0.001088944,0.0000971849,0.00009938092,0.0000442592,0.00008920937,0.02548315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2600935,"threshold_uncertainty_score":0.9993347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0309613237458116,"score_gpt":0.2644368905883836,"score_spread":0.233475566842572,"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."}}