{"id":"W68610004","doi":"10.5167/uzh-73767","title":"Management of chronic obstructive pulmonary disease in Swiss primary care: room for improvement","year":2012,"lang":"en","type":"article","venue":"PubMed","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; COPD; Pulmonary rehabilitation; Referral; Exacerbation; Smoking cessation; Medical prescription; Disease management; Obstructive lung disease; Intensive care medicine; Physical therapy; Disease; Family medicine; Internal medicine; Nursing; Pathology","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":[0.04742259,0.0009271823,0.002892631,0.003010146,0.0007879268,0.003578202,0.0008433629,0.001768588,0.005303122],"category_scores_gemma":[0.0558832,0.0003760588,0.003768791,0.005245493,0.0007098223,0.00275692,0.001979334,0.001060462,0.0003795694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003886797,"about_ca_system_score_gemma":0.01468726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01195536,"about_ca_topic_score_gemma":0.02549513,"domain_scores_codex":[0.9732693,0.01681195,0.003762862,0.001276216,0.004010775,0.0008689354],"domain_scores_gemma":[0.896313,0.05795673,0.02359985,0.00323842,0.01574974,0.003142243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002848843,0.0003864173,0.1850807,0.1510046,0.01123436,0.0005488768,0.002211916,0.002750049,0.001732145,0.002337121,0.02860605,0.6112589],"study_design_scores_gemma":[0.001331555,0.002811461,0.8218561,0.1144207,0.01319671,0.0007447269,0.003127279,0.002391395,0.0004870643,0.002910313,0.0365507,0.0001719315],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.07454902,0.84396,0.002176958,0.07116633,0.001307412,0.0003912852,0.003462533,0.0001378116,0.002848665],"genre_scores_gemma":[0.7249971,0.2439368,0.009818915,0.01028474,0.00259385,0.001059523,0.006821136,0.00003828018,0.0004496397],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04742259,"threshold_uncertainty_score":0.2507976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01621779707561004,"score_gpt":0.2600180296336454,"score_spread":0.2438002325580353,"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."}}