{"id":"W100684655","doi":"10.1155/2006/357813","title":"Perspectives that Influence Action Plans for Chronic Obstructive Pulmonary Disease","year":2006,"lang":"en","type":"article","venue":"Canadian Respiratory Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; West Park Healthcare Centre","funders":"","keywords":"Medicine; COPD; Exacerbation; Intensive care medicine; Quality of life (healthcare); Anxiety; Depression (economics); Disease; Physical therapy; Self-management; Internal medicine; Nursing; Psychiatry","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"],"consensus_categories":[],"category_scores_codex":[0.0002755549,0.0003154322,0.0003205646,0.000734499,0.0007476996,0.0001314968,0.0002648939,0.0001488691,0.0004912463],"category_scores_gemma":[0.0001953916,0.0003132267,0.0003013666,0.0003102451,0.0003948659,0.0005452002,0.00002855935,0.0007264184,0.00004550777],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006841677,"about_ca_system_score_gemma":0.008455597,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003940188,"about_ca_topic_score_gemma":0.02126409,"domain_scores_codex":[0.9974198,0.000117139,0.0003537063,0.0005362451,0.0005779237,0.0009952054],"domain_scores_gemma":[0.9965402,0.00008927145,0.0001696243,0.0004223096,0.0005739057,0.002204633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002107993,0.0003768568,0.9101519,0.0009828246,0.0003495082,0.009043833,0.0003717068,0.001161288,0.007977166,0.005131973,0.00861368,0.05373128],"study_design_scores_gemma":[0.001179704,0.0001162677,0.9283623,0.0001297755,0.000121761,0.0005372553,0.001246299,0.0002709399,0.0002442627,0.001961766,0.06552514,0.0003045765],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856206,0.008260243,0.0001503271,0.001383333,0.0003403961,0.001034904,0.0005509371,0.00005155732,0.002607708],"genre_scores_gemma":[0.9961896,0.00005636904,0.00008914342,0.0004079558,0.00191763,0.0001026828,0.00004588106,0.00007431515,0.001116415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05691146,"threshold_uncertainty_score":0.999932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02645315830596427,"score_gpt":0.2962843811151973,"score_spread":0.2698312228092331,"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."}}