{"id":"W4386069555","doi":"10.1007/s44186-023-00158-w","title":"Scoping review of learning curve methods in minimally invasive thoracic surgery","year":2023,"lang":"en","type":"article","venue":"Global Surgical Education - Journal of the Association for Surgical Education","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Impact; McMaster University","funders":"","keywords":"Learning curve; CUSUM; CINAHL; Medicine; MEDLINE; Systematic review; Pneumonectomy; Artificial intelligence; Medical physics; Surgery; Machine learning; Computer science; Statistics; Lung; Internal medicine; Mathematics; Psychological intervention","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":[0.0202149,0.001612965,0.004788245,0.01257355,0.001099639,0.005653139,0.00368153,0.003763731,0.007495518],"category_scores_gemma":[0.0875828,0.001162518,0.005452798,0.01208629,0.001929694,0.004121124,0.002649365,0.003137202,0.001215195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004806433,"about_ca_system_score_gemma":0.01514015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01247182,"about_ca_topic_score_gemma":0.02092441,"domain_scores_codex":[0.9867148,0.00408821,0.005272837,0.000794318,0.002799988,0.0003298853],"domain_scores_gemma":[0.9057025,0.07674851,0.007159362,0.001114375,0.008656056,0.0006191347],"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":[0.0002346033,0.00007069149,0.0004930806,0.6103365,0.002356178,0.00008518919,0.0003817896,0.0002323894,0.0001329443,0.00135152,0.008202829,0.3761223],"study_design_scores_gemma":[0.00005949078,0.0001041814,0.001084809,0.936534,0.005615815,0.0001961939,0.0002453313,0.00008035941,0.0001334678,0.0007886187,0.05513308,0.0000247185],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001877776,0.9978074,0.0002395488,0.0005993164,0.0002499604,0.0001304376,0.00008955988,0.000008199675,0.0006878114],"genre_scores_gemma":[0.002430491,0.9955519,0.0007173039,0.0005264321,0.000218949,0.000222592,0.0001146344,0.000009460956,0.0002082171],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0202149,"threshold_uncertainty_score":0.1069079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04236497640858122,"score_gpt":0.456049206982644,"score_spread":0.4136842305740628,"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."}}