{"id":"W4416184323","doi":"10.1002/nvsm.70041","title":"Disrupting Philanthropy? A Reality Check for Digital Crowdfunding","year":2025,"lang":"en","type":"article","venue":"Journal of Philanthropy","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of Toronto","funders":"","keywords":"Harm; Autonomy; Health care; Digital health; Medical research; Public health; Reality check; Health technology","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":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0007445782,0.0003343433,0.0006172181,0.0006464884,0.0003932358,0.001159305,0.0005962774,0.0001320907,0.00006808243],"category_scores_gemma":[0.001380716,0.0002957939,0.0004374893,0.0008208546,0.0002629587,0.003431944,0.0002619452,0.0003574743,0.00004527366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001668559,"about_ca_system_score_gemma":0.00009954716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004571892,"about_ca_topic_score_gemma":0.00001812444,"domain_scores_codex":[0.9976313,0.000007045394,0.001064794,0.0003423377,0.0003950929,0.0005594129],"domain_scores_gemma":[0.9977235,0.0001969153,0.001213604,0.0002770432,0.0005578802,0.00003110866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002342264,0.001766373,0.145512,0.004608278,0.001026877,0.0004071485,0.0002761825,0.0002737084,0.01214474,0.4499573,0.3161556,0.06552955],"study_design_scores_gemma":[0.004543055,0.000238075,0.01856467,0.003113999,0.000398882,0.0001542653,0.001231321,0.004057921,0.003661321,0.0951828,0.8675887,0.001265015],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5702534,0.001752941,0.210675,0.02946763,0.01002042,0.001633144,0.0001761975,0.0005209214,0.1755003],"genre_scores_gemma":[0.9956789,0.00003765551,0.0005248098,0.000636253,0.002366406,0.00001049853,0.00001974664,0.00004892195,0.0006767969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5514331,"threshold_uncertainty_score":0.9999494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02798489951417228,"score_gpt":0.3034475730136982,"score_spread":0.275462673499526,"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."}}