{"id":"W7074169323","doi":"","title":"Lung volume reduction surgery: results of a Canadian pilot study","year":2000,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Reduction (mathematics); Lung volume reduction; Lung; Lung volumes; Lung volume reduction surgery","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001157498,0.0001592879,0.0004204848,0.0005929753,0.0001476808,0.00007561228,0.0002394405,0.00002601007,0.005109148],"category_scores_gemma":[0.0001810637,0.0001885871,0.00007923063,0.0008345617,0.00009194219,0.0002313502,0.00003335996,0.000099203,0.004327549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002046706,"about_ca_system_score_gemma":0.00006659146,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05962535,"about_ca_topic_score_gemma":0.004469638,"domain_scores_codex":[0.9977662,0.00003550478,0.00077166,0.0005744012,0.00004637493,0.0008058605],"domain_scores_gemma":[0.9989563,0.00002245554,0.0002448611,0.0004275329,0.00003604511,0.000312784],"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":[0.0002530556,0.0005910527,0.1715632,0.00001979146,0.0002483753,0.00002686359,0.00969853,0.0002258733,0.000003258257,0.001389535,0.8099864,0.005994093],"study_design_scores_gemma":[0.0006142404,0.00008185864,0.317629,0.000007051479,0.0000132615,0.000002807092,0.0003796657,0.00007062459,0.0000135113,0.00004827497,0.6809198,0.0002199133],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6899809,0.0004191565,0.000001081722,0.0003920669,0.002503354,0.0004001163,0.0006182246,0.00003246672,0.3056527],"genre_scores_gemma":[0.8335767,0.0005760954,0.00001844443,0.00003438079,0.0001436757,0.00002145371,0.0000167428,0.00001956814,0.1655929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1460659,"threshold_uncertainty_score":0.9964477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04706203248721749,"score_gpt":0.1873391899612466,"score_spread":0.1402771574740291,"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."}}