{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002016343,0.0001660858,0.000556196,0.00006623421,0.0001639961,0.00002387112,0.0001191231,0.0002248152,0.0000880341],"category_scores_gemma":[0.0001716271,0.0001477277,0.00006606427,0.00004654515,0.0003769858,0.00006975943,0.00005541452,0.0001528446,0.000002422194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006286596,"about_ca_system_score_gemma":0.000201315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001118004,"about_ca_topic_score_gemma":0.003642334,"domain_scores_codex":[0.998933,0.00003287413,0.0002659344,0.0003668025,0.0001165359,0.0002848147],"domain_scores_gemma":[0.9986768,0.0002890858,0.0002533133,0.0004241406,0.0001755542,0.000181112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001930412,0.0002682667,0.7580618,0.0007974594,0.0003400641,0.00001964611,0.009648002,2.730733e-7,0.007994912,0.001542508,0.007799305,0.2115974],"study_design_scores_gemma":[0.01301895,0.003277492,0.2679262,0.0005046272,0.0003686935,0.0001417558,0.00177232,0.0001070135,0.001010407,0.0003771867,0.7111619,0.0003334801],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767219,0.006221727,0.0001423111,0.004348987,0.002066017,0.0005558645,0.00009985147,0.0000315822,0.009811744],"genre_scores_gemma":[0.9962598,0.001447943,0.0002784031,0.0006794604,0.0004820605,0.0001905513,0.00001171401,0.00002828655,0.0006217767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7033626,"threshold_uncertainty_score":0.6024162,"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."}}