{"id":"W3170294632","doi":"10.3390/s21124076","title":"Smartphone Screen Integrated Optical Breathalyzer","year":2021,"lang":"en","type":"article","venue":"Sensors","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Université Laval","funders":"Canada First Research Excellence Fund","keywords":"Mobile phone; Computer science; Phone; Wearable computer; Simulation; Embedded system; Telecommunications","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00005494834,0.0001617835,0.000174566,0.00005628032,0.00003549714,0.00004395574,0.00008398043,0.00009535517,0.0001845598],"category_scores_gemma":[0.00008666514,0.0001636865,0.00007146074,0.0003385368,0.00003406905,0.00006507201,0.00003855631,0.0002233423,0.0004945269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008464044,"about_ca_system_score_gemma":0.00002158886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003022644,"about_ca_topic_score_gemma":0.00002168253,"domain_scores_codex":[0.9991601,0.00002301748,0.000159792,0.0001915593,0.0001595016,0.0003060402],"domain_scores_gemma":[0.9994541,0.00007537037,0.000009211672,0.0002509584,0.00007978888,0.0001305277],"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":[0.00001156756,0.00004290712,0.008411478,0.00004925024,0.000164322,0.0011308,0.0002283332,0.008544849,0.964503,0.0004769815,0.002099523,0.01433695],"study_design_scores_gemma":[0.0003499919,0.00001836849,0.006256798,0.0000685377,0.00002519888,0.0001185862,0.0002864293,0.001428204,0.9864231,0.0001339273,0.004544113,0.0003467526],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9693586,0.0002525762,0.001449385,0.00005869006,0.0006492122,0.00005724547,0.00001448875,0.0004442435,0.02771555],"genre_scores_gemma":[0.9936336,0.0000302903,0.00507408,0.00002181706,0.0002914894,0.000004071459,0.00002323821,0.0000555175,0.0008659019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02684964,"threshold_uncertainty_score":0.6674942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009932763274905351,"score_gpt":0.2063399676166637,"score_spread":0.1964072043417584,"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."}}