{"id":"W4400698388","doi":"10.1111/resp.14800","title":"Letter from Belgium","year":2024,"lang":"en","type":"letter","venue":"Respirology","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Humanities","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":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0001479679,0.0005262538,0.0009461089,0.0005464968,0.00006035906,0.00004264065,0.0004126451,0.001846762,0.007402501],"category_scores_gemma":[0.0001066632,0.0004615033,0.0004735464,0.0002551826,0.0004793017,0.00004486561,0.0004282092,0.005239211,0.009151829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005379721,"about_ca_system_score_gemma":0.0005667344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002672135,"about_ca_topic_score_gemma":0.00001386088,"domain_scores_codex":[0.9961438,0.0002627394,0.0004680281,0.001302458,0.0007696631,0.001053377],"domain_scores_gemma":[0.9979149,0.0003546413,0.0000945205,0.001304403,0.000113481,0.0002180881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001867759,0.00003791755,0.0006108934,0.0008013513,0.0005051918,0.02983722,0.00002783967,2.948585e-7,0.0003170742,0.00003091517,0.9654993,0.002145254],"study_design_scores_gemma":[0.0007729098,0.000148137,0.008170448,0.0001643943,0.0005111407,0.0002315995,0.000002993853,0.00005581787,0.00004950379,0.003095211,0.9864588,0.0003389991],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007018343,0.01057978,0.00001185149,0.962589,0.002043623,0.0006977946,0.0005700394,0.0002320226,0.01625758],"genre_scores_gemma":[0.0007583312,0.00008984051,0.00009813673,0.9093443,0.03593415,0.0001443483,0.002001355,0.0002260192,0.05140353],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05324468,"threshold_uncertainty_score":0.9997837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02348619583528562,"score_gpt":0.3053237813835719,"score_spread":0.2818375855482863,"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."}}