{"id":"W4416149932","doi":"10.2196/preprints.76315","title":"Effect of Obesity on Perioperative Outcomes Following Lung Cancer Surgery: Protocol for a Meta-Analysis and Systematic Review (Preprint)","year":2025,"lang":"","type":"article","venue":"","topic":"Cancer Risks and Factors","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perioperative; Lung cancer; Obesity; Protocol (science); Meta-analysis; Cancer; MEDLINE; Systematic review","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"meta_analysis","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"systematic_review","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05580564,0.005225792,0.01698601,0.009103299,0.002598773,0.005709867,0.004459425,0.005204159,0.07608403],"category_scores_gemma":[0.1116805,0.004975672,0.02606178,0.009992047,0.002456975,0.00494542,0.003591216,0.005678622,0.006196407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00958797,"about_ca_system_score_gemma":0.03089628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004736872,"about_ca_topic_score_gemma":0.009605237,"domain_scores_codex":[0.9666278,0.01352392,0.01312977,0.002545332,0.003100567,0.001072675],"domain_scores_gemma":[0.9590705,0.017741,0.008175953,0.004374557,0.009480271,0.001157674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.01036395,0.0002179784,0.000778301,0.9157463,0.01358994,0.0004344003,0.0008480028,0.001477087,0.001356665,0.003305624,0.03117653,0.02070515],"study_design_scores_gemma":[0.08680525,0.003479465,0.009739568,0.5294494,0.08340239,0.000698393,0.00132484,0.0037456,0.003864826,0.01938035,0.2572912,0.0008187382],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.000528978,0.003304054,0.002597875,0.0004905473,0.0006825412,0.9837668,0.007893112,0.0001866008,0.0005495307],"genre_scores_gemma":[0.0005032336,0.0008523178,0.003322664,0.0001919895,0.00003631096,0.9942409,0.0006094805,0.00001187583,0.0002312611],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.07608403,"threshold_uncertainty_score":0.295132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04486110764712843,"score_gpt":0.43812678826504,"score_spread":0.3932656806179116,"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."}}