{"id":"W4408346386","doi":"10.1016/j.oraloncology.2025.107250","title":"Changes in unmet needs after treatment for head and neck cancers – A prospective longitudinal cohort study","year":2025,"lang":"en","type":"article","venue":"Oral Oncology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Institute for Cancer Research; Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Prospective cohort study; Head and neck; Head and neck cancer; Cohort; Cohort study; Longitudinal study; Oncology; Internal medicine; Surgery; Cancer; Pathology","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":[0.001821865,0.0004378984,0.0005054551,0.000732915,0.001390044,0.001196962,0.0009270947,0.001313015,0.002319209],"category_scores_gemma":[0.003456781,0.0009059461,0.00218241,0.001754411,0.0004097747,0.001339253,0.001269791,0.002269257,0.0004334081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001144865,"about_ca_system_score_gemma":0.001683116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0801364,"about_ca_topic_score_gemma":0.1093685,"domain_scores_codex":[0.9989103,0.0002767865,0.0001125155,0.0002599326,0.0001031766,0.0003373387],"domain_scores_gemma":[0.997411,0.0002789178,0.0009669749,0.0003175641,0.0003492882,0.0006762058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003720814,0.0001979601,0.9975902,0.00001365246,0.0003490236,0.00008703525,0.0002828213,0.00003136928,0.000123064,0.00002792842,0.0002413635,0.0006834916],"study_design_scores_gemma":[0.00001811896,0.0001599906,0.9985448,0.000009961472,0.0001148382,0.0000864442,0.0007165437,0.00007933481,0.00002281768,0.00001830829,0.0002208516,0.000008006742],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979517,0.0004459384,0.00006285202,0.0001716666,0.00002675966,0.00001805347,0.001052917,0.000003018419,0.0002671011],"genre_scores_gemma":[0.9977002,0.0002516488,0.00008309433,0.0001066774,0.00001665557,0.00003018296,0.001095163,0.00000370389,0.0007126633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0801364,"threshold_uncertainty_score":0.1593399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03954020104781657,"score_gpt":0.3921269202186874,"score_spread":0.3525867191708708,"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."}}