{"id":"W2620165213","doi":"10.1002/pon.4458","title":"Symptom appraisal, help seeking, and lay consultancy for symptoms of head and neck cancer","year":2017,"lang":"en","type":"article","venue":"Psycho-Oncology","topic":"Cancer survivorship and care","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Guelph; Queen's University","funders":"Canadian Institutes of Health Research","keywords":"Spouse; Medicine; Family medicine; Disease; Head and neck cancer; Cancer; Head and neck; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008063602,0.0001883004,0.0001639792,0.0005128412,0.0005368438,0.0004825939,0.0001628893,0.0003371495,0.00255569],"category_scores_gemma":[0.009069562,0.00009424129,0.0001778172,0.0002573139,0.000336114,0.0003812567,0.0005230852,0.0004521402,0.0001535683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003732631,"about_ca_system_score_gemma":0.0003800238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001745729,"about_ca_topic_score_gemma":0.003698297,"domain_scores_codex":[0.9992232,0.0004180642,0.00005771175,0.00004167074,0.0001660241,0.00009332401],"domain_scores_gemma":[0.9956397,0.001843111,0.00173333,0.00005830688,0.0003105985,0.0004148842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002241206,0.0002120014,0.9644965,0.0001979282,0.00005434193,0.0007305664,0.01116883,0.0001317427,0.0009347448,0.00006160814,0.0007817202,0.02100586],"study_design_scores_gemma":[0.00001142662,0.0002876645,0.9838877,0.00006781308,0.00002247938,0.001192243,0.01331455,0.000273651,0.0001522647,0.00006012715,0.0007180421,0.0000120251],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983076,0.0004034807,0.00005655281,0.0001977209,0.000005321115,0.00001216666,0.000026927,0.000002895,0.0009874323],"genre_scores_gemma":[0.9997142,0.00008383136,0.00005476727,0.0000239816,0.000004349021,0.000004286224,0.00001565339,4.279707e-7,0.00009858024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00255569,"threshold_uncertainty_score":0.00854969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03385078663568861,"score_gpt":0.4024862188189279,"score_spread":0.3686354321832392,"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."}}