{"id":"W4392579740","doi":"10.1200/op.23.00715","title":"Perceived Barriers Toward Patient-Reported Outcome Implementation in Cancer Care: An International Scoping Survey","year":2024,"lang":"en","type":"article","venue":"JCO Oncology Practice","topic":"Cancer survivorship and care","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Workflow; Multinational corporation; Family medicine; Finance; Business; Database","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000714236,0.0001335257,0.0002595362,0.0002049055,0.00004885257,0.0000559683,0.00008969832,0.0001376015,0.00149108],"category_scores_gemma":[0.0008350271,0.0001311935,0.00005677535,0.0002878162,0.00004036446,0.0007102252,0.00004787844,0.0004073338,0.00001689466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001541472,"about_ca_system_score_gemma":0.001432127,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03741549,"about_ca_topic_score_gemma":0.09091232,"domain_scores_codex":[0.9981773,0.0004161207,0.0004842858,0.0003921739,0.0003046755,0.0002254132],"domain_scores_gemma":[0.998723,0.0004541995,0.0001571303,0.0001842542,0.0003303137,0.0001511031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009781596,0.0001059773,0.8287684,0.0002058398,0.0002603522,0.0008675433,0.04147494,0.00002506022,0.0005483396,0.00007101965,0.0005358153,0.1261585],"study_design_scores_gemma":[0.002207792,0.0009232557,0.7902963,0.0002968469,0.0003280471,0.0002023176,0.07198948,0.0002031286,0.0001455199,0.000009189951,0.1331294,0.000268797],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806302,0.0008888415,0.00004984381,0.006818583,0.005189157,0.000591937,0.00006387831,0.00009444081,0.005673154],"genre_scores_gemma":[0.9955109,0.0003417456,0.0001994254,0.00310692,0.000226494,0.0001573832,0.0003372075,0.00002489381,0.00009502511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1325936,"threshold_uncertainty_score":0.9994217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09823073859801441,"score_gpt":0.488688297786831,"score_spread":0.3904575591888166,"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."}}