{"id":"W4392133297","doi":"10.1016/j.pulmoe.2024.02.002","title":"The role of MicroRNAs as early biomarkers of asbestos-related lung cancer: A systematic review and meta-analysis","year":2024,"lang":"en","type":"review","venue":"Pulmonology","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Regione Autonoma della Sardegna","keywords":"Medicine; Mesothelioma; Lung cancer; Meta-analysis; Cochrane Library; Asbestos; Oncology; Internal medicine; MEDLINE; Systematic review; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002647727,0.0002794805,0.004970088,0.000205268,0.00003115167,0.000005860643,0.0001552212,0.0001648462,0.0002277677],"category_scores_gemma":[0.00007840894,0.0001372707,0.001937252,0.0005340951,0.0002151706,0.0000170874,0.00008793042,0.0001625884,0.00003366915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000637368,"about_ca_system_score_gemma":0.0001124979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003239034,"about_ca_topic_score_gemma":0.00001235598,"domain_scores_codex":[0.9980525,0.000242811,0.001078883,0.0003033864,0.0001737485,0.000148629],"domain_scores_gemma":[0.9985518,0.000215452,0.0006971216,0.00043062,0.00003308544,0.00007191626],"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":[0.000009205719,0.00003951673,0.0001302302,0.6813955,0.3147942,0.000008853977,0.00001097542,7.903752e-8,0.000001597967,0.000131939,0.00007281747,0.003405113],"study_design_scores_gemma":[0.00003464408,0.000052296,0.00008964975,0.02303355,0.9587947,0.00006107001,0.000009000154,0.000004733255,0.000001036275,0.00006388905,0.01775667,0.00009872449],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004828642,0.9975552,1.809304e-7,0.0002669923,0.00002733694,0.001627744,0.000232961,0.00001101169,0.0002302943],"genre_scores_gemma":[0.0004999617,0.9976549,0.000009817386,0.00005275024,0.000005614295,0.0005140687,0.00009403166,0.00002391498,0.001145004],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6583619,"threshold_uncertainty_score":0.5597736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02142763169158005,"score_gpt":0.3378034464386409,"score_spread":0.3163758147470608,"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."}}