{"id":"W4408610189","doi":"10.36926/editorainovar-978-65-5388-303-1_003","title":"O PESO DO INVISÍVEL: UM CASO DE SOBREPOSIÇÃO DE TRANSTORNOS NA SAÚDE MENTAL","year":2025,"lang":"pt","type":"book-chapter","venue":"","topic":"Youth, Drugs, and Violence","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology","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","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001128252,0.0008534025,0.0008854428,0.0002816881,0.001421448,0.0003161027,0.001274011,0.001235273,0.003422463],"category_scores_gemma":[0.00008697946,0.000865664,0.0007738752,0.0001941234,0.0009837195,0.0002657816,0.0001702681,0.001047954,0.0004859764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001011021,"about_ca_system_score_gemma":0.002044011,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01740453,"about_ca_topic_score_gemma":0.007917428,"domain_scores_codex":[0.995187,0.0002715774,0.0008831435,0.001195962,0.001062097,0.001400256],"domain_scores_gemma":[0.9978572,0.000340727,0.0003284865,0.0006082312,0.0001642147,0.0007011417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002519679,0.0004428755,0.007884754,0.0006146023,0.0008475821,0.0003931396,0.2171395,0.00001389219,0.0006258691,0.5177431,0.02820865,0.2258342],"study_design_scores_gemma":[0.002952028,0.0006586731,0.0020239,0.004645968,0.001770995,0.0001361667,0.06268813,0.001445089,0.001856589,0.02036022,0.8959843,0.005477926],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005670188,0.001550534,0.002097467,0.001750043,0.002227882,0.001082865,0.0002862799,0.000392606,0.9849421],"genre_scores_gemma":[0.5254136,0.004916833,0.0003144716,0.001708631,0.0006968548,0.0000275345,0.00003249957,0.00007051042,0.4668191],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8677757,"threshold_uncertainty_score":0.9998786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02751060752923254,"score_gpt":0.3011206593117831,"score_spread":0.2736100517825506,"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."}}