{"id":"W2146122559","doi":"10.1111/hex.12296","title":"Informational needs of gastrointestinal oncology patients","year":2014,"lang":"en","type":"article","venue":"Health Expectations","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Cancer Care Ontario; Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"Princess Margaret Cancer Foundation","keywords":"Information needs; Medicine; Gastrointestinal cancer; Family medicine; Needs assessment; Modalities; Cancer; Colorectal cancer; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009127327,0.0001158285,0.0003106472,0.0003383161,0.000871726,0.000005468218,0.0001567038,0.00008084823,0.0006356151],"category_scores_gemma":[0.001436723,0.0001044822,0.0000523215,0.0004788054,0.00006966392,0.0007027637,0.0000506937,0.0004382152,0.0004334566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003303709,"about_ca_system_score_gemma":0.001474914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001409641,"about_ca_topic_score_gemma":0.00003997669,"domain_scores_codex":[0.9960253,0.0006955564,0.00241446,0.00009269141,0.0002881272,0.0004838163],"domain_scores_gemma":[0.9960532,0.001041901,0.001449306,0.0002641648,0.0008894088,0.000302022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001783805,0.0005926681,0.5747826,0.002225498,0.00001141966,5.560687e-8,0.2047154,0.0001007143,0.000005967501,0.09917559,0.04142207,0.07678962],"study_design_scores_gemma":[0.004344191,0.001515137,0.584505,0.0006088625,0.000007970839,0.000004612937,0.1069733,0.01395051,0.000007748883,0.002010786,0.2857763,0.0002955777],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6771659,0.0001056631,0.1006729,0.009462456,0.001845007,0.00343603,0.0003109285,0.0003953397,0.2066058],"genre_scores_gemma":[0.971181,0.000005494946,0.01881776,0.008944431,0.0001576213,0.0002179519,0.0004559386,0.00001075323,0.0002090401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2940151,"threshold_uncertainty_score":0.695954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04623441255183239,"score_gpt":0.4511050178551229,"score_spread":0.4048706053032905,"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."}}