{"id":"W4407252519","doi":"10.3332/ecancer.2025.1841","title":"Determinants of cancer care pathways at Wajir County, Kenya: patient perspectives","year":2025,"lang":"en","type":"article","venue":"ecancermedicalscience","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Cancer; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001993292,0.0001825881,0.000436294,0.0001296108,0.0002218912,0.00001375191,0.0003189084,0.0001040605,0.0004270306],"category_scores_gemma":[0.0003259714,0.0001459944,0.0001188731,0.0007393825,0.0009287042,0.0001195609,0.0002311494,0.0001849394,0.000008836535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001052477,"about_ca_system_score_gemma":0.001518834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001013272,"about_ca_topic_score_gemma":0.00097156,"domain_scores_codex":[0.997613,0.00002914038,0.0004246403,0.0005363685,0.0009392251,0.0004577001],"domain_scores_gemma":[0.9987004,0.00006890015,0.000173411,0.000391214,0.0004452693,0.0002207821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002738518,0.0001114402,0.8271713,0.000407851,0.00003500641,0.00009682053,0.00916487,0.00005120522,0.00670996,0.0006372893,0.005930873,0.1494095],"study_design_scores_gemma":[0.002307038,0.0009958906,0.8515747,0.004539128,0.0002209831,0.00005113092,0.02730437,0.001487891,0.07228885,0.0003336508,0.03837987,0.0005164681],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9683315,0.01779727,0.00005744663,0.0005654568,0.0006118522,0.0003342252,0.00007088627,0.00004536431,0.01218601],"genre_scores_gemma":[0.9966674,0.00134841,0.0002581187,0.001114666,0.00009404529,0.0000766504,0.0000027473,0.000008318586,0.0004296409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.148893,"threshold_uncertainty_score":0.5953479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03147110637141089,"score_gpt":0.3579590262424787,"score_spread":0.3264879198710678,"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."}}