{"id":"W2891689102","doi":"10.1002/pon.4889","title":"Barriers to psychosocial oncology service utilization in patients newly diagnosed with head and neck cancer","year":2018,"lang":"en","type":"article","venue":"Psycho-Oncology","topic":"Cancer survivorship and care","field":"Medicine","cited_by":48,"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; Psychological intervention; Population; Head and neck cancer; Family medicine; Distress; Cancer; Psychiatry; Clinical psychology; Internal medicine; Oncology","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":[0.000176217,0.0002091304,0.0004907825,0.0001916282,0.0001014617,0.00001199714,0.000116377,0.0003294427,0.0007469222],"category_scores_gemma":[0.00007861173,0.000188627,0.00003231501,0.0007438483,0.0001398906,0.00007792268,0.00003808126,0.0002500551,0.00004395057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007177493,"about_ca_system_score_gemma":0.0007735261,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005523932,"about_ca_topic_score_gemma":0.2429194,"domain_scores_codex":[0.9983596,0.0001498772,0.0003140891,0.0005210325,0.0002184915,0.0004369559],"domain_scores_gemma":[0.9986572,0.00008349435,0.0001177264,0.000252757,0.0003644576,0.0005243702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007170885,0.0003787022,0.8165076,0.00005981895,0.00006361482,0.00002624384,0.04634082,0.000003038825,0.0001497798,0.00004096513,0.01044651,0.1188121],"study_design_scores_gemma":[0.01277251,0.00787176,0.5544842,0.0001425491,0.00007299386,0.000009474064,0.004890684,0.0000281962,0.00006955203,0.00005207834,0.4193707,0.0002352649],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9732067,0.0001820624,0.0000676031,0.01173738,0.002161431,0.0008703144,0.00002654355,0.00004783458,0.01170015],"genre_scores_gemma":[0.9725373,0.0001834545,0.0003297472,0.02571464,0.0007566723,0.0002879119,0.00003218246,0.00003901867,0.0001190244],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4089243,"threshold_uncertainty_score":0.835057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02847902028483901,"score_gpt":0.3654049518817433,"score_spread":0.3369259315969043,"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."}}