{"id":"W3209874526","doi":"10.2196/33335","title":"A Virtual Community for Disability Advocacy: Development of a Searchable Artificial Intelligence–Supported Platform","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Accessibility for Disabilities","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's and Gender Studies et Recherches Féministes; York University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Upload; Computer science; World Wide Web; International Classification of Functioning, Disability and Health; Internet privacy; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.01057349,0.0001645984,0.0003722069,0.0001384766,0.002125904,0.0002725534,0.0008500463,0.0001498112,0.0005480647],"category_scores_gemma":[0.003842137,0.0001554221,0.0001859155,0.001317981,0.00398699,0.001483865,0.0007330514,0.00072205,0.00006465954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008898459,"about_ca_system_score_gemma":0.003380829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001044456,"about_ca_topic_score_gemma":0.01075167,"domain_scores_codex":[0.9951153,0.001074371,0.0008851635,0.0002987648,0.001639876,0.0009864856],"domain_scores_gemma":[0.9938951,0.003283186,0.0001250544,0.000559464,0.001857734,0.000279433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003648555,0.003506512,0.002036151,0.0005755824,0.00007808745,9.637614e-7,0.5605679,0.000006039366,0.0002471651,0.1518448,0.0003639469,0.2804081],"study_design_scores_gemma":[0.0001744323,0.0004329845,0.003828804,0.0001016404,0.000003852799,5.506489e-7,0.6941692,0.0002281155,0.03369358,0.2608518,0.006284559,0.0002304571],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9710315,0.00001559723,0.00165599,0.0005842226,0.0001040977,0.001336383,0.0001199761,0.00006207509,0.02509016],"genre_scores_gemma":[0.9976617,0.000004968385,0.0009731027,0.00001248834,0.00005452528,0.0005300551,0.0001169983,0.00001514648,0.000630993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2801776,"threshold_uncertainty_score":0.9991732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2552038008521229,"score_gpt":0.4873719192480888,"score_spread":0.232168118395966,"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."}}