{"id":"W2107934442","doi":"10.1016/j.jamcollsurg.2007.03.027","title":"Prospective Multicenter Study of Surgical Correction of Pectus Excavatum: Design, Perioperative Complications, Pain, and Baseline Pulmonary Function Facilitated by Internet-Based Data Collection","year":2007,"lang":"en","type":"article","venue":"Journal of the American College of Surgeons","topic":"Pectus Deformity Diagnosis and Treatment","field":"Medicine","cited_by":227,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pediatric Oncology Group","funders":"","keywords":"Medicine; Pectus excavatum; Nuss procedure; Perioperative; Pulmonary function testing; Vital capacity; Surgery; Prospective cohort study; Anesthesia; Lung; Internal medicine; Lung function","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":[],"consensus_categories":[],"category_scores_codex":[0.001656995,0.0001603057,0.0006656005,0.0002485562,0.00009102372,0.000004527761,0.0001332708,0.00003351588,0.00002032219],"category_scores_gemma":[0.0004761466,0.0001061303,0.0001263706,0.0007256155,0.0003048961,0.00009902153,0.0000600057,0.0002011525,2.226976e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002097966,"about_ca_system_score_gemma":0.0001826287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001207267,"about_ca_topic_score_gemma":0.0002587567,"domain_scores_codex":[0.9978978,0.0004809205,0.000862668,0.0002096916,0.0004076033,0.0001413274],"domain_scores_gemma":[0.996364,0.001148759,0.001181115,0.0003436173,0.0008647151,0.00009778894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01308278,0.01015951,0.9559401,0.00005567727,0.0009360577,0.00005741669,0.0006751812,0.0002176853,0.005182283,0.000003057595,0.007305574,0.006384624],"study_design_scores_gemma":[0.005593394,0.01153987,0.9414088,0.0003274414,0.0007140933,0.0002339405,0.01101764,0.01779969,0.01029887,0.000003786112,0.0009201428,0.0001423418],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992531,0.0002541364,0.005272972,0.0005001342,0.0001629178,0.001025154,0.0001856142,0.000007269019,0.00006081491],"genre_scores_gemma":[0.9992427,0.00008275656,0.0004314168,0.0000391116,0.00001606343,0.00001312435,0.00002326771,0.00001209038,0.0001394659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01758201,"threshold_uncertainty_score":0.4327869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02441526954630828,"score_gpt":0.2846493959438061,"score_spread":0.2602341263974978,"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."}}