{"id":"W4407531087","doi":"10.3332/ecancer.2025.1847","title":"Return to work in head and neck cancer survivors: an exploratory multimethod study at a cancer centre in Santiago, Chile","year":2025,"lang":"en","type":"article","venue":"ecancermedicalscience","topic":"Cancer survivorship and care","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"","keywords":"Medicine; Head and neck cancer; Cancer; Exploratory research; Gerontology; Internal medicine; Social science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001309209,0.0003031495,0.0006485794,0.000465573,0.0001643765,0.00004216773,0.0003535079,0.0001455156,0.000662002],"category_scores_gemma":[0.0002649467,0.0002719554,0.00004997047,0.00319032,0.0003671043,0.0002051352,0.0003113648,0.0004687212,0.000007244037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000942993,"about_ca_system_score_gemma":0.0009951999,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04050406,"about_ca_topic_score_gemma":0.6684453,"domain_scores_codex":[0.9965811,0.0003173203,0.0005289668,0.001135273,0.0006839686,0.0007533479],"domain_scores_gemma":[0.9986784,0.0001836768,0.00008175067,0.0004944687,0.00008921207,0.0004724506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005240778,0.0004032145,0.9328848,0.00009817487,0.00001522965,0.00006923165,0.02290684,0.0001017846,0.0003570188,0.000009212696,0.0009615056,0.04166896],"study_design_scores_gemma":[0.002896184,0.0002979118,0.9767581,0.002262693,0.00003561187,0.000002393332,0.00752835,0.0006568332,0.0005119823,0.00002918976,0.008673377,0.0003474145],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878895,0.005076186,0.00004077343,0.003879578,0.001119551,0.001227151,0.00002682096,0.00006275854,0.0006776958],"genre_scores_gemma":[0.9939642,0.0007416554,0.0002614561,0.003361203,0.0001935995,0.0005509912,0.000003863063,0.00002420619,0.0008988316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6279413,"threshold_uncertainty_score":0.9999732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02594024151506804,"score_gpt":0.3630384409838195,"score_spread":0.3370981994687515,"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."}}