{"id":"W2895958824","doi":"10.1016/j.athoracsur.2018.08.052","title":"Operative Planning in Thoracic Surgery: A Pilot Study Comparing Imaging Techniques and Three-Dimensional Printing","year":2018,"lang":"en","type":"article","venue":"The Annals of Thoracic Surgery","topic":"Anatomy and Medical Technology","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Hilum (anatomy); Palpation; Radiology; Maximum intensity projection; Surgical planning; Cardiothoracic surgery; Tomography; Nuclear medicine; Surgery; Angiography","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":[0.003333248,0.0002168636,0.000595869,0.0004271243,0.0001388456,0.00002654803,0.0001914897,0.00005559348,0.00001658664],"category_scores_gemma":[0.0003353639,0.0001690039,0.00006157779,0.0004924612,0.0003483745,0.0001924062,0.0002061005,0.0003925438,0.000004689995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001448956,"about_ca_system_score_gemma":0.0000376299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000111429,"about_ca_topic_score_gemma":0.00006902251,"domain_scores_codex":[0.9983695,0.0001765926,0.0005364877,0.0002518493,0.0002354822,0.0004300688],"domain_scores_gemma":[0.9982656,0.001156667,0.0001132055,0.0002989384,0.00009674551,0.00006882407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003175941,0.0002417336,0.5866677,0.000155426,0.000145714,0.0001831786,0.0009861543,0.0001262397,0.0008863143,0.00009123739,0.001113148,0.4090856],"study_design_scores_gemma":[0.0004067426,0.0009947467,0.2738627,0.009728329,0.0001986209,0.0006227558,0.00715046,0.1449163,0.5417246,0.009343022,0.008033725,0.003018075],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951521,0.002737524,0.0003621412,0.0004153818,0.000147914,0.0002613748,0.000001519267,0.0003419942,0.0005800835],"genre_scores_gemma":[0.9993575,0.0001120322,0.0002427859,0.00009217389,0.000118009,0.00003736018,0.000002385562,0.00003182486,0.000005991719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5408383,"threshold_uncertainty_score":0.689178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1179750453114179,"score_gpt":0.3881178797389734,"score_spread":0.2701428344275555,"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."}}