{"id":"W2064447037","doi":"10.1358/dnp.2008.21.7.1260121","title":"Novelties in the treatment and management of thoracic disorders","year":2008,"lang":"en","type":"article","venue":"Drug News & Perspectives","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Pulmonary disease; Intensive care medicine; Asthma; Disease; Cystic fibrosis; Pathology; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.00008865501,0.0001503109,0.0002247059,0.0001489773,0.0000886735,0.000007794325,0.0000979909,0.00002331919,0.00006347553],"category_scores_gemma":[0.000009707209,0.00009939453,0.00008799063,0.0002738767,0.0004663633,0.00007416945,0.00004032514,0.0001013972,0.000006894314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002649302,"about_ca_system_score_gemma":0.00006062761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008478564,"about_ca_topic_score_gemma":0.0003487852,"domain_scores_codex":[0.9989693,0.00008112817,0.0001489467,0.0003043562,0.0002710901,0.0002251785],"domain_scores_gemma":[0.9994779,0.00007055583,0.00003725092,0.000313887,0.00003748141,0.00006287511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001856863,0.007319635,0.5662386,0.001296473,0.0008771406,0.0007132778,0.262618,0.00004661623,0.0004541817,0.01369788,0.0009355872,0.1439457],"study_design_scores_gemma":[0.001100344,0.0001464986,0.8565717,0.00006962656,0.00006475489,0.00003103788,0.1387651,0.00005646921,0.00009877307,0.0004248832,0.002574121,0.00009667676],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.969326,0.010409,0.000009905108,0.002728027,0.00001987024,0.0008529367,0.00001130721,0.00001732475,0.01662567],"genre_scores_gemma":[0.9786025,0.01947919,0.0002577954,0.00003003281,0.00004175055,0.00009010205,0.000005725417,0.00001458648,0.001478364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.290333,"threshold_uncertainty_score":0.4053191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02052744542675709,"score_gpt":0.3239011303643743,"score_spread":0.3033736849376172,"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."}}