{"id":"W4417060405","doi":"10.63330/aurumpub.017-009","title":"ECOPONTOS COMO FERRAMENTA DE SUSTENTABILIDADE: UMA REVISÃO CRÍTICA ENTRE BRASIL E PAÍSES DE REFERÊNCIA","year":2025,"lang":"","type":"book-chapter","venue":"","topic":"Environmental Sustainability and Education","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Work (physics); Quarter (Canadian coin)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.001469096,0.001554961,0.001215555,0.0002160521,0.0009905256,0.0004240102,0.001576594,0.001437511,0.1722074],"category_scores_gemma":[0.0003618322,0.001664733,0.0007979224,0.0002190162,0.001902745,0.0007162287,0.001616318,0.001537178,0.002780444],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0174724,"about_ca_system_score_gemma":0.0006223311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003638838,"about_ca_topic_score_gemma":0.001362186,"domain_scores_codex":[0.9919847,0.0004448469,0.001763589,0.002384058,0.001210083,0.002212679],"domain_scores_gemma":[0.9955286,0.0006125788,0.0005965611,0.002061211,0.00004450414,0.001156524],"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":[0.001184868,0.006292627,0.4955279,0.005072474,0.001103646,0.0003161469,0.01132568,0.001324377,0.006359582,0.1260769,0.04254654,0.3028692],"study_design_scores_gemma":[0.002756354,0.001387889,0.1816731,0.002292007,0.002026462,0.000255412,0.02729423,0.001261045,0.00815409,0.04421039,0.7232213,0.005467688],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1652705,0.001323571,0.0008107513,0.008662583,0.0009472089,0.004457415,0.0001953449,0.0002463527,0.8180863],"genre_scores_gemma":[0.5737982,0.004501833,0.002080277,0.003309582,0.0002779565,0.0001404817,0.0001660808,0.0001198916,0.4156057],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6806748,"threshold_uncertainty_score":0.9998589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01285377757406082,"score_gpt":0.2555481510795982,"score_spread":0.2426943735055374,"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."}}