{"id":"W4408380357","doi":"10.18502/ijaai.v24i2.18141","title":"Predictive Value of the Lung Immune Prognostic Index for Immune Checkpoint Inhibitor Therapy Outcomes in Non-Small Cell Lung Cancer: A Systematic Review and Meta-Analysis","year":2025,"lang":"en","type":"review","venue":"Iranian Journal of Allergy Asthma and Immunology","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Meta-analysis; Medicine; Oncology; Lung cancer; Internal medicine; Cochrane Library","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":[0.01715837,0.003088009,0.01725027,0.009197655,0.0006602159,0.003806971,0.002015707,0.002017981,0.002549784],"category_scores_gemma":[0.03568395,0.001451902,0.04748552,0.009599143,0.0006550908,0.001817232,0.001541062,0.001784397,0.0002959839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002616906,"about_ca_system_score_gemma":0.004821931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007010511,"about_ca_topic_score_gemma":0.0144485,"domain_scores_codex":[0.9889604,0.004955381,0.003300852,0.00105822,0.001398579,0.0003264897],"domain_scores_gemma":[0.9783844,0.01614781,0.00286596,0.0006917754,0.001674434,0.0002356459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0009129935,0.00002252835,0.006412013,0.2978623,0.6825204,0.0001399012,0.00007903342,0.0007093397,0.000237554,0.0001325911,0.0004771774,0.01049407],"study_design_scores_gemma":[0.0001533184,0.00008556044,0.003001321,0.01249599,0.9828283,0.00007248081,0.0000248687,0.0002079485,0.00008473736,0.0001300527,0.0008985635,0.00001695222],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004419167,0.9933815,0.00076139,0.0002200303,0.0001187206,0.0002630799,0.0005744309,0.00002582469,0.0002358769],"genre_scores_gemma":[0.1877013,0.8043394,0.003446599,0.0008629058,0.0003009558,0.001396153,0.001496061,0.00004420802,0.000412411],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01725027,"threshold_uncertainty_score":0.09074324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01826332188712807,"score_gpt":0.2992817926145623,"score_spread":0.2810184707274342,"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."}}