{"id":"W4409697289","doi":"10.18675/1981-8106.v35.n.69.s19153","title":"A emergência do pensamento complexo e sua influência na pesquisa educacional","year":2025,"lang":"pt","type":"article","venue":"Educação","topic":"Education Pedagogy and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Humanities; Chemistry; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005634314,0.0006343116,0.0005926128,0.002530355,0.006108189,0.01708773,0.001182103,0.002255288,0.01442751],"category_scores_gemma":[0.00741817,0.0005383408,0.000592873,0.003758169,0.02312494,0.01085589,0.01186193,0.004018972,0.001296769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006789952,"about_ca_system_score_gemma":0.008529128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008114816,"about_ca_topic_score_gemma":0.01075234,"domain_scores_codex":[0.9940275,0.002952633,0.0002035335,0.0008845186,0.001392417,0.0005393561],"domain_scores_gemma":[0.9937845,0.003103525,0.0008118422,0.000762657,0.0008900384,0.0006472888],"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":[0.00004047682,0.00004679086,0.005876105,0.0007268082,0.00003810042,0.0005166054,0.1065258,0.000436643,0.001079577,0.8048512,0.00584629,0.07401565],"study_design_scores_gemma":[0.00001763661,0.00009079983,0.01139283,0.001569135,0.00004963534,0.000848844,0.1013493,0.0008709513,0.0008504119,0.3134549,0.5694315,0.00007418305],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1977884,0.03503966,0.09620632,0.0658605,0.001337387,0.0002365889,0.0003285744,0.00027437,0.6029282],"genre_scores_gemma":[0.9403488,0.01039496,0.01460466,0.002266566,0.0002298073,0.0001335546,0.00009903534,0.0001179321,0.0318046],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01708773,"threshold_uncertainty_score":0.04926479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08853292671802769,"score_gpt":0.4516827681718992,"score_spread":0.3631498414538715,"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."}}