{"id":"W4412821010","doi":"10.1016/b978-0-12-822332-1.00002-4","title":"Future directions and research priorities","year":2025,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Sarcoidosis and Beryllium Toxicity Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Environmental planning; Environmental science","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":[0.01060756,0.0008558594,0.001419961,0.002484106,0.001978683,0.008485327,0.002161579,0.006166011,0.1412116],"category_scores_gemma":[0.009167955,0.0004466622,0.0007844204,0.00270313,0.002591513,0.007857762,0.003063058,0.004289106,0.02697927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003615366,"about_ca_system_score_gemma":0.01717858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005984714,"about_ca_topic_score_gemma":0.01249126,"domain_scores_codex":[0.9973391,0.001136107,0.0001788899,0.0002477371,0.0006073169,0.0004908634],"domain_scores_gemma":[0.9916516,0.003411703,0.0003202623,0.000315209,0.002428646,0.001872602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002567279,0.0001766046,0.0005521096,0.001969143,0.00002487076,0.0002330067,0.0004411084,0.0003314387,0.0005155924,0.0806443,0.4556749,0.4591803],"study_design_scores_gemma":[0.00005512171,0.00009256255,0.0004720258,0.003114447,0.00003018954,0.0002069756,0.002337557,0.0001668092,0.0001299832,0.05556385,0.9378085,0.00002197941],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.001237182,0.455213,0.003046273,0.3153281,0.03904903,0.0001550552,0.0007583128,0.0003638974,0.1848492],"genre_scores_gemma":[0.02102084,0.6033646,0.01761211,0.1144149,0.02290682,0.0006177433,0.001688528,0.0001507449,0.2182236],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1412116,"threshold_uncertainty_score":0.4723998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04708018488516025,"score_gpt":0.3524313024177936,"score_spread":0.3053511175326334,"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."}}