{"id":"W4366397916","doi":"10.2196/43551","title":"Decision Aids for Patients With Head and Neck Cancer: Qualitative Elicitation of Design Recommendations From Patient End Users","year":2023,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Patient-Provider Communication in Healthcare","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Victoria","funders":"","keywords":"Quality of life (healthcare); Qualitative research; Anxiety; Decision aids; Psychology; Head and neck cancer; Medicine; Cancer; Clinical psychology; Psychotherapist; Psychiatry; Alternative medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002329393,0.0002112699,0.0003421158,0.0003431455,0.00108528,0.00001265945,0.0002123376,0.0001597255,0.00014936],"category_scores_gemma":[0.00047407,0.0001790922,0.00005006318,0.000473369,0.00009494168,0.0002924935,0.0001238545,0.0002888518,0.0000137347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002989633,"about_ca_system_score_gemma":0.0001905496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002465445,"about_ca_topic_score_gemma":0.001429152,"domain_scores_codex":[0.9970009,0.001003672,0.0008691294,0.0003631723,0.0003931838,0.0003699205],"domain_scores_gemma":[0.9919124,0.005934799,0.000734256,0.0004875142,0.0007720338,0.0001589946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004507221,0.0001887937,0.6149192,0.0002146818,0.00007818168,8.544115e-8,0.3605138,0.00005819007,0.0001070768,0.0005779539,0.006452041,0.01643924],"study_design_scores_gemma":[0.003536112,0.001940168,0.8629519,0.001155672,0.00003717631,9.629989e-9,0.1206379,0.000169816,0.0001180691,0.004755286,0.004382253,0.0003155865],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931848,0.00008503908,0.0005612351,0.0003982113,0.0003619529,0.003801621,0.001453994,0.0001192702,0.00003386597],"genre_scores_gemma":[0.9870895,0.00004518862,0.008413194,0.0001492869,0.00002450848,0.002198347,0.001985056,0.0000483953,0.00004648466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2480327,"threshold_uncertainty_score":0.8347203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3238135918618967,"score_gpt":0.5105117113260158,"score_spread":0.1866981194641191,"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."}}