{"id":"W4310782455","doi":"10.1007/s11845-022-03209-1","title":"Irish Thoracic Society Annual Scientific Meeting 2022 Abstract Book 1 – 3 December 2022, Naas, Ireland","year":2022,"lang":"en","type":"article","venue":"Irish Journal of Medical Science (1971 -)","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"AstraZeneca (Canada)","funders":"Genentech; Medical Research Council; Sanofi; Teva Pharmaceutical Industries; AstraZeneca","keywords":"Medicine; Irish; Scientific society; Social science; Linguistics","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","research_integrity","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.0177816,0.0003063078,0.0006293869,0.0005315663,0.00198866,0.0002867445,0.002026671,0.0001693561,0.01823733],"category_scores_gemma":[0.00284187,0.0002557068,0.000550971,0.002834891,0.00357961,0.001096398,0.001282866,0.003085947,0.00006257433],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001518762,"about_ca_system_score_gemma":0.008017547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004962357,"about_ca_topic_score_gemma":0.000006670307,"domain_scores_codex":[0.9821714,0.000282577,0.001111841,0.0008564347,0.01424882,0.001328916],"domain_scores_gemma":[0.9949066,0.0004089153,0.0006444445,0.0005692562,0.001145342,0.002325458],"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":[0.0003817543,0.0009770275,0.01455612,0.0001925441,0.0001139723,0.003009709,0.001044114,0.00007494978,0.006622633,0.00001664699,0.9203438,0.05266671],"study_design_scores_gemma":[0.006004528,0.0008762493,0.1587605,0.001070329,0.0003271527,0.009824461,0.01673459,0.006559464,0.002370579,0.0002910706,0.7963025,0.0008786089],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9630803,0.01429771,0.00009698993,0.01239088,0.002292064,0.0004720452,0.0001136681,0.00004755189,0.007208788],"genre_scores_gemma":[0.9882129,0.0008886304,0.0008950218,0.001946234,0.001672008,0.00003267728,0.00002879519,0.00006474582,0.006258923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1442044,"threshold_uncertainty_score":0.9999895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0420537921888493,"score_gpt":0.3822608158738308,"score_spread":0.3402070236849815,"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."}}