{"id":"W2994207888","doi":"10.28998/contegeo.v4i7.8363","title":"FUNDAMENTOS TEÓRICOS DE MODELAGEM EM SISTEMAS COMPLEXOS","year":2019,"lang":"pt","type":"article","venue":"Revista Contexto Geográfico","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Humanities; Physics; 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":[0.0009565416,0.0006906888,0.001045877,0.0001057435,0.0003728575,0.0008983934,0.001170047,0.0003107633,0.02003497],"category_scores_gemma":[0.00002809655,0.0006107612,0.0004619331,0.0004639504,0.00005131848,0.0005920298,0.0006663356,0.0003832076,0.03712941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006175731,"about_ca_system_score_gemma":0.00008808099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008434583,"about_ca_topic_score_gemma":0.00086739,"domain_scores_codex":[0.9952659,0.0003724118,0.001021223,0.001173271,0.000813059,0.00135415],"domain_scores_gemma":[0.9972744,0.0001662463,0.0005157306,0.001433504,0.00004478561,0.0005653249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006034442,0.002058201,0.8932697,0.01099962,0.001123068,0.0003248983,0.009299634,0.01368235,0.01128861,0.005295401,0.0183623,0.03369281],"study_design_scores_gemma":[0.006195487,0.001340589,0.139534,0.00457569,0.0008816724,0.0002072099,0.008433136,0.2790478,0.0004490958,0.0002293214,0.5549623,0.004143758],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979589,0.004433769,0.0004602769,0.0003415526,0.0004907717,0.001810408,0.000185662,0.0001382516,0.0125503],"genre_scores_gemma":[0.9854255,0.0003861063,0.00008286093,0.001077761,0.0001786078,0.00005911033,0.0000596863,0.00008543043,0.01264489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7537357,"threshold_uncertainty_score":0.9996344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03301373395460008,"score_gpt":0.2748966117102402,"score_spread":0.2418828777556401,"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."}}