{"id":"W3084734792","doi":"10.1093/dote/doaa087.103","title":"411 LEARNING CURVES IN MINIMALLY INVASIVE ESOPHAGECTOMY: A SYSTEMATIC REVIEW","year":2020,"lang":"en","type":"review","venue":"Diseases of the Esophagus","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; CUSUM; Learning curve; Competence (human resources); MEDLINE; Esophagectomy; Medical physics; Esophageal cancer; Surgery; General surgery; Internal medicine; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01521705,0.001617883,0.008899397,0.01063131,0.0006716621,0.003791647,0.001990218,0.001911978,0.005784383],"category_scores_gemma":[0.064054,0.001130884,0.01174814,0.01089796,0.00109515,0.003241083,0.001901757,0.001340014,0.0003833627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004057462,"about_ca_system_score_gemma":0.01084827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006780154,"about_ca_topic_score_gemma":0.01750385,"domain_scores_codex":[0.983198,0.005152966,0.006906323,0.001086702,0.003278947,0.0003771143],"domain_scores_gemma":[0.9300414,0.05116895,0.0129127,0.0007910396,0.004631108,0.0004548458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001998284,0.00002154677,0.002081512,0.9599996,0.01550152,0.00007139814,0.0001481414,0.0001061763,0.00005112322,0.0001372722,0.0006681777,0.02101366],"study_design_scores_gemma":[0.0002749933,0.000253738,0.01018967,0.8702073,0.1092648,0.0004072145,0.0003387396,0.0001283201,0.0001201799,0.000350431,0.008412222,0.00005223437],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001266289,0.9976719,0.000116572,0.0001753354,0.00005953207,0.0002502536,0.0002679494,0.000004468829,0.00018764],"genre_scores_gemma":[0.03526466,0.9623941,0.000573202,0.0004680849,0.0001187905,0.0007204163,0.0003487038,0.000007196194,0.0001048549],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01521705,"threshold_uncertainty_score":0.0804764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03121532642675218,"score_gpt":0.3511104202628252,"score_spread":0.319895093836073,"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."}}