{"id":"W4390942186","doi":"10.36557/2674-8169.2024v6n1p1282-1290","title":"Desafios e avanços na personalização diagnóstica e terapêutica na era da inteligência artificial na saúde","year":2024,"lang":"pt","type":"article","venue":"Brazilian Journal of Implantology and Health Sciences","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Philosophy; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02537475,0.0008859839,0.001855156,0.007622715,0.001558628,0.01014494,0.002036161,0.002599371,0.006608859],"category_scores_gemma":[0.08194667,0.000590409,0.002587919,0.007214103,0.00494508,0.006356173,0.003350581,0.00348691,0.001495568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00478371,"about_ca_system_score_gemma":0.01128064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00626526,"about_ca_topic_score_gemma":0.007927228,"domain_scores_codex":[0.9724202,0.01431977,0.003499751,0.002059176,0.007020487,0.0006806591],"domain_scores_gemma":[0.8890409,0.08824304,0.006607373,0.004236774,0.01079406,0.001077898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000313261,0.0001485891,0.01901066,0.0384629,0.001023191,0.0005795517,0.01285792,0.001363195,0.002152833,0.04493121,0.01713021,0.8620265],"study_design_scores_gemma":[0.0001212806,0.0008871428,0.04172974,0.08389565,0.003000791,0.004601287,0.01867701,0.002421259,0.006087004,0.1126363,0.7255612,0.0003813458],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.04552836,0.7493894,0.05489646,0.05972043,0.003330495,0.000696518,0.001940273,0.0004730565,0.08402507],"genre_scores_gemma":[0.3519963,0.5585269,0.06303824,0.01309617,0.002721193,0.001214147,0.00107486,0.0001649851,0.008167349],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02537475,"threshold_uncertainty_score":0.1341962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2024426136624264,"score_gpt":0.470441142950415,"score_spread":0.2679985292879886,"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."}}