{"id":"W4407770632","doi":"10.31011/reaid-2025-v.99-n.ed.esp-art.2494","title":"HORA DE UM DIÁLOGO BASEADO EM FORÇAS SOBRE AS NECESSIDADES DAS PESSOAS QUE VIVEM EM CIRCUNSTÂNCIAS DE VIDA COMPLEXAS","year":2025,"lang":"pt","type":"article","venue":"Revista Enfermagem Atual In Derme","topic":"Social and Economic Solidarity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan; Prince Albert Grand Council","funders":"","keywords":"Humanities; Art","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","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002764006,0.0008533425,0.001553416,0.0004195733,0.001627483,0.001912022,0.001764702,0.001072929,0.001482225],"category_scores_gemma":[0.001746185,0.001000006,0.0006561597,0.001703913,0.0008869172,0.0008710549,0.0007148814,0.001423483,0.0007082017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002494887,"about_ca_system_score_gemma":0.003257078,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009800552,"about_ca_topic_score_gemma":0.016972,"domain_scores_codex":[0.9923708,0.001873944,0.001447416,0.001349469,0.0005977385,0.002360587],"domain_scores_gemma":[0.9963549,0.001282747,0.0005654944,0.0008562739,0.0002390681,0.0007015125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004910161,0.001967341,0.3192366,0.002813592,0.0009578972,0.001099243,0.2128876,0.0002631353,0.0007903668,0.2760952,0.1212505,0.0621474],"study_design_scores_gemma":[0.00378136,0.0002913903,0.3774158,0.002868125,0.0007687529,0.00004794118,0.2019551,0.003937303,0.0005756635,0.05794585,0.3469394,0.003473253],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9272914,0.003018107,0.0005679039,0.004495738,0.001155568,0.001252505,0.000183867,0.0002841486,0.06175076],"genre_scores_gemma":[0.9767509,0.001436279,0.0001347137,0.004171875,0.001007489,0.0001154051,0.00007576441,0.00008231797,0.01622533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2256889,"threshold_uncertainty_score":0.9996722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05765060463695205,"score_gpt":0.3805855638055005,"score_spread":0.3229349591685485,"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."}}