{"id":"W4400814026","doi":"10.1093/nop/npae069","title":"Insights from GoFundMe posts: Analyzing GoFundMe financial aid requests from brain tumor patients in Ontario, Canada","year":2024,"lang":"en","type":"article","venue":"Neuro-Oncology Practice","topic":"Economic and Financial Impacts of Cancer","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of British Columbia; Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Finance; Thematic analysis; Distress; Payment; Medicine; Business; Qualitative research; Sociology; Clinical psychology","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003206889,0.0003958541,0.0008783163,0.0003341041,0.0001492913,0.0002178986,0.0004670631,0.0003223313,0.0006724553],"category_scores_gemma":[0.003891333,0.000492124,0.0001311743,0.0003799974,0.00009301377,0.001991368,0.0001727833,0.001346959,0.0005683928],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00560677,"about_ca_system_score_gemma":0.00375052,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9799061,"about_ca_topic_score_gemma":0.9910522,"domain_scores_codex":[0.9967436,0.0001226757,0.0012625,0.001167037,0.00009262576,0.0006115743],"domain_scores_gemma":[0.9965613,0.001934626,0.000681165,0.0004992674,0.00008063488,0.0002430073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001958859,0.001372194,0.705613,0.00007721862,0.0005130734,0.005517218,0.007292652,0.0006647405,0.0008083101,0.1733427,0.09441341,0.008426589],"study_design_scores_gemma":[0.001405061,0.0002627403,0.2624868,0.00005605785,0.00003163797,0.000007727856,0.00006073313,0.0001450917,0.00004973221,0.02462916,0.710411,0.0004543261],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9520093,0.002945006,0.000146012,0.008180233,0.006025234,0.0003941605,0.0006590494,0.00007033625,0.02957068],"genre_scores_gemma":[0.9803244,0.0001458818,0.0006339075,0.01776161,0.000558547,0.00004690131,0.0001784229,0.00007083208,0.0002794482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6159975,"threshold_uncertainty_score":0.9997531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01817535575097729,"score_gpt":0.2412164972210867,"score_spread":0.2230411414701094,"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."}}