{"id":"W4296782614","doi":"10.1145/3546721","title":"CheckMyFit","year":2022,"lang":"en","type":"article","venue":"Proceedings of the ACM on Human-Computer Interaction","topic":"Tactile and Sensory Interactions","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Usability; Hearing aid; Task (project management); Computer science; Audiology; Hearing loss; Human–computer interaction; Field (mathematics); Quality (philosophy); Multimedia; Medicine; Engineering; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.00007681732,0.0001505135,0.0001513662,0.0001901618,0.0007440557,0.00008262859,0.001502663,0.00002812044,0.0005666791],"category_scores_gemma":[0.0003164868,0.0001234611,0.000189917,0.000301012,0.00006372165,0.0004413907,0.001007773,0.0006256011,0.00006144556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000171288,"about_ca_system_score_gemma":0.000009357708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001969208,"about_ca_topic_score_gemma":8.833762e-7,"domain_scores_codex":[0.9986421,0.00002805719,0.0003014702,0.0003886332,0.0004424811,0.0001972582],"domain_scores_gemma":[0.9989312,0.000168094,0.0003803839,0.0004088283,0.00007452597,0.00003701884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001126811,0.0003222891,0.0002009112,0.00001769806,0.00001342744,0.000001355775,0.001351226,0.0003253033,0.9572275,0.006756441,0.03142542,0.0022458],"study_design_scores_gemma":[0.0002734397,0.0003787618,0.0008331683,0.00003636226,0.00001611996,0.000162185,0.0005846169,0.001460907,0.9367485,0.003080029,0.05625812,0.0001677592],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978685,8.500356e-7,0.000007769662,0.002056509,0.002354451,0.0002253694,0.000008611026,0.0001057765,0.01655571],"genre_scores_gemma":[0.9953747,0.000001543146,0.000128113,0.001598095,0.0003042014,0.00005352618,8.549141e-7,0.00002251546,0.002516385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0248327,"threshold_uncertainty_score":0.6204738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1035429866944308,"score_gpt":0.336643867207147,"score_spread":0.2331008805127162,"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."}}