{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001611069,0.000412325,0.0002753904,0.00028166,0.0001497567,0.0003753672,0.0005817128,0.0005777871,0.008038034],"category_scores_gemma":[0.0003859632,0.0002353471,0.0002387016,0.0001360389,0.000130418,0.0004562204,0.000358585,0.0002101077,0.001406637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001951167,"about_ca_system_score_gemma":0.0001513227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008632104,"about_ca_topic_score_gemma":0.001995814,"domain_scores_codex":[0.9997404,0.00002182421,0.00001451534,0.00006997332,0.0001264552,0.00002681603],"domain_scores_gemma":[0.9996562,0.00007607811,0.00004070782,0.00005031123,0.000150186,0.00002653942],"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":[0.0002585239,0.00008699563,0.002614724,0.0003055455,0.00003339799,0.0004496371,0.0001017769,0.0002424183,0.9446152,0.0003898771,0.003922509,0.04697939],"study_design_scores_gemma":[0.000102627,0.002132307,0.02474081,0.00006995214,0.0001672919,0.002734015,0.0001824488,0.01654616,0.9067395,0.0002087314,0.04627573,0.0001004933],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7951613,0.003474296,0.1638392,0.001249061,0.001135581,0.0007937788,0.002905704,0.008129027,0.02331206],"genre_scores_gemma":[0.8911124,0.0009460332,0.07189626,0.0007298056,0.0001013528,0.0002071033,0.0006122058,0.0001445992,0.03425023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008038034,"threshold_uncertainty_score":0.02688992,"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."}}