{"id":"W7117127705","doi":"10.3390/curroncol33010012","title":"Patient Concerns Inventory for Arabic Patients with Head and Neck Cancer: A Cross-Cultural Adaptation and Preliminary Validation","year":2025,"lang":"en","type":"article","venue":"Current Oncology","topic":"Cancer survivorship and care","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"King Saud University","keywords":"Interpretability; Adaptation (eye); Survivorship curve; Arabic; Head and neck; MEDLINE; Patient satisfaction","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002306774,0.0004715965,0.0003176868,0.0005512315,0.0005606231,0.0005883474,0.0004536845,0.0002503443,0.002651261],"category_scores_gemma":[0.005132969,0.0001777692,0.0006546658,0.0004301563,0.0003512378,0.0003724388,0.0008038476,0.0006997818,0.0004171823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006688171,"about_ca_system_score_gemma":0.001091991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001644385,"about_ca_topic_score_gemma":0.002949749,"domain_scores_codex":[0.999109,0.0003544968,0.000156291,0.00006731628,0.0002527978,0.00006004428],"domain_scores_gemma":[0.9977242,0.0006331546,0.0006309744,0.0001033477,0.0007555131,0.0001527506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001425765,0.001743895,0.7329135,0.0008957096,0.0002044761,0.0006574823,0.01526721,0.0007791558,0.008024105,0.0007102478,0.004807554,0.232571],"study_design_scores_gemma":[0.000242549,0.002837043,0.9662466,0.0003468167,0.0001267055,0.001964813,0.009197445,0.001954729,0.003177639,0.0005545087,0.0132811,0.00007004597],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933682,0.0004346856,0.00151971,0.0002954524,0.00005784867,0.001105246,0.000584907,0.00002288386,0.00261099],"genre_scores_gemma":[0.9829736,0.0008089617,0.01092687,0.0001975322,0.00003549306,0.002272064,0.000980765,0.00001059681,0.001794142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002651261,"threshold_uncertainty_score":0.01219952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08199010789100986,"score_gpt":0.4102399819951248,"score_spread":0.3282498741041149,"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."}}