{"id":"W3176803809","doi":"10.1002/pon.5760","title":"Longitudinal study indicating antecedent psychosocial vulnerability as predictor of anxiety disorders post‐treatment in people with head and neck cancer","year":2021,"lang":"en","type":"article","venue":"Psycho-Oncology","topic":"Cancer survivorship and care","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University; Jewish General Hospital","funders":"Fonds de Recherche du Québec - Santé","keywords":"Psychosocial; Medicine; Anxiety; Head and neck cancer; Cancer; Population; Psychiatry; Clinical psychology; Pediatrics; 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":[0.0002243952,0.0002131812,0.0006474527,0.00008947569,0.00007525169,0.000009741326,0.00007297204,0.000145098,0.0002920816],"category_scores_gemma":[0.00005187901,0.0001745874,0.00007831742,0.000453698,0.0001369564,0.00004935944,0.00004255366,0.0002695909,0.000001923399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005971291,"about_ca_system_score_gemma":0.0008537024,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02133802,"about_ca_topic_score_gemma":0.4998431,"domain_scores_codex":[0.99821,0.0002136795,0.0003892419,0.0006023051,0.0002739679,0.000310876],"domain_scores_gemma":[0.9990621,0.0001068313,0.0001665901,0.0003403493,0.0001627206,0.0001614436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002060696,0.003478091,0.9203321,0.00009246839,0.0002096056,0.00003252584,0.04388455,0.00000275945,0.0003100835,0.00001160865,0.00003322197,0.02955223],"study_design_scores_gemma":[0.00790794,0.006483211,0.9521685,0.00009211968,0.0001683622,0.000059328,0.0300047,0.000007827193,0.0001346147,0.00004694136,0.00278174,0.0001446791],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914932,0.001485901,0.00001479605,0.003590391,0.0005267182,0.001002647,0.00004569103,0.00002667293,0.001813985],"genre_scores_gemma":[0.9976366,0.001329617,0.0001224406,0.0002088266,0.0001627982,0.0004168805,0.00002520518,0.00002233865,0.00007531596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4785051,"threshold_uncertainty_score":0.9851789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02129011952554056,"score_gpt":0.3674170690168287,"score_spread":0.3461269494912881,"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."}}