{"id":"W4406983263","doi":"10.26685/urncst.711","title":"Persistent Bacterial Infections in Cystic Fibrosis Patients: Exploring Lung Pathophysiology and Antibiotic Challenges","year":2025,"lang":"en","type":"article","venue":"Undergraduate Research in Natural and Clinical Science and Technology (URNCST) Journal","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Cystic fibrosis; Pathophysiology; Medicine; Antibiotics; Lung; Lung infection; Intensive care medicine; Pathology; Internal medicine; Microbiology; Biology","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":[0.001231021,0.0004422478,0.0009007981,0.004064553,0.0002603929,0.001203344,0.0004543861,0.0007439516,0.002592264],"category_scores_gemma":[0.004580664,0.000168326,0.001168364,0.004404038,0.0003828366,0.001417264,0.0005147672,0.0005206172,0.0003758635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006588186,"about_ca_system_score_gemma":0.00261492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002100732,"about_ca_topic_score_gemma":0.004077971,"domain_scores_codex":[0.9991983,0.000237061,0.0002315788,0.00009583295,0.0001931948,0.00004408742],"domain_scores_gemma":[0.9969165,0.00197347,0.0006326678,0.00003092393,0.0003675747,0.00007879199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002721644,0.00006740872,0.01853403,0.2700714,0.0009747065,0.0009233564,0.001231363,0.0003107677,0.001525616,0.002277405,0.01458931,0.6892225],"study_design_scores_gemma":[0.00007010237,0.0007608464,0.06671887,0.4026684,0.006410263,0.01050174,0.00395496,0.0003564706,0.001451937,0.004010767,0.5029845,0.0001111162],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.001897012,0.9960476,0.0001387672,0.0008793831,0.0001097917,0.00001831605,0.0001537924,0.000006330577,0.0007490841],"genre_scores_gemma":[0.01303434,0.9854605,0.0004282911,0.0005753105,0.0001381203,0.00002853968,0.0001305829,0.000002373351,0.0002020038],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004064553,"threshold_uncertainty_score":0.008671999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05676610401959152,"score_gpt":0.3958434490362595,"score_spread":0.339077345016668,"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."}}