{"id":"W2163468617","doi":"10.4187/respcare.00850","title":"Predicted Postoperative Product and Diffusion Heterogeneity Index in the Evaluation of Candidates for Lung Resection","year":2011,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Vancouver Hospital and Health Sciences Centre; University of British Columbia","funders":"British Columbia Lung Association","keywords":"Medicine; Diffusing capacity; Retrospective cohort study; Lung; Surgery; Nuclear medicine; Internal medicine; Lung function","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005595429,0.0002759584,0.000305813,0.0008277738,0.0001323245,0.0003915687,0.000246498,0.0003022,0.0007277084],"category_scores_gemma":[0.003698501,0.000132549,0.0002301084,0.0006122207,0.0002430819,0.0004264611,0.0002640283,0.0003687975,0.0001823378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001317608,"about_ca_system_score_gemma":0.0001671896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003728352,"about_ca_topic_score_gemma":0.0003769387,"domain_scores_codex":[0.9996678,0.00008759594,0.00005377129,0.00006043005,0.00008796161,0.00004251469],"domain_scores_gemma":[0.9980651,0.0006375202,0.0007948382,0.000101226,0.0001789457,0.0002223555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001561838,0.00000867608,0.9980135,0.000005482789,0.00001189167,0.0001233707,0.00001089703,0.0000836672,0.0001764671,0.000007597971,0.00002285228,0.001379304],"study_design_scores_gemma":[0.00001064313,0.0003534826,0.9952958,0.000006199431,0.00003305772,0.002198418,0.00007366139,0.001188308,0.0005937126,0.00003795443,0.0002008908,0.000007934822],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989316,0.0003743482,0.0003198993,0.00001206371,0.000003849334,0.00000568411,0.0001327605,0.000006860911,0.000213084],"genre_scores_gemma":[0.9995627,0.00004776941,0.0001697687,0.000003861881,0.000005611079,0.000005512624,0.0001658565,0.000001620016,0.00003725906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008277738,"threshold_uncertainty_score":0.002959132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0608492140327241,"score_gpt":0.3523862162100696,"score_spread":0.2915370021773455,"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."}}