{"id":"W2889008928","doi":"10.1002/pbc.27429","title":"Perceived benefits of and barriers to psychosocial risk screening in pediatric oncology by health care providers","year":2018,"lang":"en","type":"article","venue":"Pediatric Blood & Cancer","topic":"Childhood Cancer Survivors' Quality of Life","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"Canadian Cancer Society Research Institute","keywords":"Psychosocial; Medicine; Family medicine; Nursing; Health care; Pediatric oncology; Pediatric cancer; Psychiatry; Cancer; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006379175,0.0003027488,0.0008595496,0.0004389623,0.0001961907,0.00001628076,0.0001829977,0.0002278689,0.000131898],"category_scores_gemma":[0.0005273083,0.0003201285,0.0001085572,0.001042036,0.0001238065,0.0001075511,0.00009273648,0.0004668807,0.000005731776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002001406,"about_ca_system_score_gemma":0.001979502,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01699933,"about_ca_topic_score_gemma":0.0156312,"domain_scores_codex":[0.9969789,0.0002546994,0.000811165,0.0007244244,0.0005689535,0.0006618542],"domain_scores_gemma":[0.9978453,0.0001832991,0.000493236,0.0003233842,0.0002699692,0.000884816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004671957,0.0001346934,0.9241034,0.000712078,0.0000710841,0.000002374713,0.04190267,0.00001276367,0.00001221453,0.000004290003,0.01655127,0.01602601],"study_design_scores_gemma":[0.007869401,0.003145944,0.9754906,0.0001401894,0.0009320566,0.000008092808,0.006741348,0.00001121286,0.00005841725,0.00001242355,0.005122815,0.0004674669],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9603471,0.03032437,0.00003442232,0.007081674,0.0004687076,0.001082298,0.0003220979,0.00006097609,0.0002783815],"genre_scores_gemma":[0.9755142,0.01345061,0.001825036,0.004546675,0.004428339,0.0001207223,0.00002056945,0.00006055568,0.00003329338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05138727,"threshold_uncertainty_score":0.9999251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01790097341918502,"score_gpt":0.3373093340604348,"score_spread":0.3194083606412498,"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."}}