{"id":"W4230276901","doi":"10.1016/s1052-3359(03)00061-9","title":"Preface","year":2002,"lang":"en","type":"article","venue":"Chest Surgery Clinics of North America","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00137554,0.000757699,0.000477488,0.002353573,0.002218056,0.002235376,0.0009641296,0.0008817187,0.3029203],"category_scores_gemma":[0.01110251,0.0001942502,0.0003822923,0.001081489,0.000394031,0.001648765,0.001553371,0.00275569,0.2134038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001219249,"about_ca_system_score_gemma":0.001700121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003990991,"about_ca_topic_score_gemma":0.005038816,"domain_scores_codex":[0.9994594,0.00008551005,0.00003958266,0.00007130113,0.0002890211,0.00005513783],"domain_scores_gemma":[0.9936001,0.0008402794,0.0001965057,0.0004045435,0.004052098,0.0009064759],"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":[0.00001409541,0.000009934966,0.00006525152,0.00003550239,7.016266e-7,0.00003492335,0.00002055297,0.00001861075,0.00005244037,0.001197001,0.9806986,0.0178523],"study_design_scores_gemma":[0.000002975727,0.000007282127,0.0002583932,0.00006549404,0.000001113219,0.00004718083,0.0000412108,0.00001584836,0.00005726799,0.0008681198,0.9986326,0.000002548747],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.001085025,0.009834073,0.003121363,0.04778941,0.5105928,0.0005369325,0.005234299,0.0008210951,0.420985],"genre_scores_gemma":[0.004426898,0.004058095,0.001139803,0.01274838,0.05343371,0.0002496142,0.002963749,0.000392311,0.9205874],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.3029203,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.065987335181971,"score_gpt":0.280269322279089,"score_spread":0.214281987097118,"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."}}