{"id":"W2334794995","doi":"10.1016/j.thorsurg.2015.12.010","title":"Present and Future Application of Energy Devices in Thoracic Surgery","year":2016,"lang":"en","type":"review","venue":"Thoracic surgery clinics/Thorac. surg. clin.","topic":"Thyroid and Parathyroid Surgery","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; SAFER; Cardiothoracic surgery; Surgery; Medical physics; Computer science","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":[0.0007004811,0.0006732527,0.001154097,0.003808613,0.0003429358,0.001187163,0.0008551987,0.0009829281,0.006138101],"category_scores_gemma":[0.001144385,0.0003206842,0.0007304724,0.003486698,0.0006061646,0.002026593,0.0007446447,0.001489597,0.001552621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004701391,"about_ca_system_score_gemma":0.0009978343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000776182,"about_ca_topic_score_gemma":0.002092705,"domain_scores_codex":[0.9997595,0.00003811952,0.00005846769,0.00004245987,0.00008216434,0.00001931662],"domain_scores_gemma":[0.9991007,0.000558466,0.0001535502,0.00001689774,0.0001330064,0.00003745198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000055084,0.00005706348,0.0005492773,0.02339699,0.0001049503,0.0003115529,0.00007486952,0.0002902068,0.0007598185,0.00305183,0.01812954,0.9532188],"study_design_scores_gemma":[0.0000249955,0.0001265847,0.003173368,0.01654745,0.0003288729,0.004836978,0.0002396036,0.0001790198,0.000395181,0.004274841,0.9698345,0.00003862601],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007054307,0.9991278,0.00003838543,0.0001733716,0.0000967818,0.000001434306,0.000007626239,0.000001963364,0.0004821602],"genre_scores_gemma":[0.0005379884,0.9987971,0.00009732166,0.0001517405,0.0001988198,0.000001955413,0.00001263211,5.588361e-7,0.0002019627],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006138101,"threshold_uncertainty_score":0.02053392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07918576372277482,"score_gpt":0.4085246988976352,"score_spread":0.3293389351748603,"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."}}