{"id":"W3000816869","doi":"10.2196/17001","title":"Accurate Measurement of Handwash Quality Using Sensor Armbands: Instrument Validation Study","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.001766786,0.000195115,0.0006543934,0.0001134013,0.0002312963,0.00001674287,0.00004707487,0.00009842907,0.00003098148],"category_scores_gemma":[0.0003254199,0.0001730421,0.00006157591,0.0003100882,0.00004283419,0.00009496813,0.00003355943,0.0003266443,0.000004844128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003609894,"about_ca_system_score_gemma":0.0009694272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001122437,"about_ca_topic_score_gemma":0.00006889777,"domain_scores_codex":[0.996842,0.0005296895,0.001065557,0.0004157487,0.0007396661,0.0004073255],"domain_scores_gemma":[0.9978313,0.00006819564,0.0005366597,0.0002594937,0.0005783018,0.0007260349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005582771,0.002141839,0.9061566,0.02142976,0.0002279503,0.00002131751,0.0167178,0.000182781,0.004451063,0.0003982031,0.0004231256,0.04226679],"study_design_scores_gemma":[0.01251605,0.006467917,0.9657636,0.000353648,0.0003605613,0.000036232,0.006351938,0.00549592,0.001323895,0.00003710968,0.0009561728,0.0003369734],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866608,0.0003421035,0.0007524337,0.009266955,0.0002412321,0.002536769,0.00002028041,0.00007582793,0.0001035366],"genre_scores_gemma":[0.9963678,0.0001321187,0.0004030599,0.002679663,0.0003252815,0.00005210644,0.00001220988,0.00002179355,0.000005990779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05960698,"threshold_uncertainty_score":0.7056453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3426221061143753,"score_gpt":0.4684646409371475,"score_spread":0.1258425348227722,"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."}}