{"id":"W4224307142","doi":"10.2196/33205","title":"GoFundMe as a Medical Plan: Ecological Study of Crowdfunding Insulin Success","year":2022,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences","keywords":"Popularity; Thematic analysis; Business; Insulin; Health insurance; Qualitative research; Health care; Medicine; Psychology; Economics; Economic growth; Sociology; Social psychology; Endocrinology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007314325,0.0002606746,0.0004649382,0.0004045077,0.0003784654,0.0002409301,0.0009389694,0.00009724982,0.002749289],"category_scores_gemma":[0.0006043793,0.0002501829,0.0001113455,0.0011434,0.0001237105,0.0007975501,0.001615599,0.0004659341,0.0002390772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000884521,"about_ca_system_score_gemma":0.00004776744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001623627,"about_ca_topic_score_gemma":0.00007998031,"domain_scores_codex":[0.9973632,0.00003649001,0.0005541972,0.0005101779,0.0009770467,0.000558891],"domain_scores_gemma":[0.9989657,0.0002307791,0.0003824034,0.000306035,0.00008177449,0.00003326896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007421656,0.002847567,0.9716079,0.000210511,0.00006699296,0.0001152797,0.0001683927,0.00007101602,0.0002552575,0.01547826,0.005661047,0.003443611],"study_design_scores_gemma":[0.004182306,0.001256502,0.8613522,0.0001646877,0.00008802249,0.000008265579,0.003118723,0.003389736,0.0003165143,0.008353261,0.1165676,0.001202191],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789817,0.00008679964,0.000002854195,0.0003989277,0.0004838799,0.0007238794,0.00001110263,0.0002266503,0.01908426],"genre_scores_gemma":[0.997694,0.000001584914,0.000008236676,0.0009898893,0.0003622044,0.0005202492,0.00003383932,0.0000411414,0.0003489137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1109065,"threshold_uncertainty_score":0.9999951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01853577726387581,"score_gpt":0.2519443549007456,"score_spread":0.2334085776368698,"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."}}