{"id":"W2886062671","doi":"10.14510/araj.2017.4121","title":"NOVEL PROPOSAL FOR AN ON LINE AND IN REAL TIME AIR QUALITY MONITORING GADGET","year":2017,"lang":"en","type":"article","venue":"Journal of the American Romanian Academy of Arts and Sciences","topic":"Air Traffic Management and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gadget; Air monitoring; Computer science; Air quality index; Line (geometry); Real-time computing; Environmental science; Geography; Meteorology; Environmental engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005911782,0.0007677053,0.0006146274,0.0007621835,0.000568103,0.002262396,0.002333066,0.002020831,0.005790872],"category_scores_gemma":[0.0006428398,0.0003910761,0.0007639031,0.0004719556,0.000459471,0.001570355,0.001217826,0.0008178439,0.00237535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003991903,"about_ca_system_score_gemma":0.0006187034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005138423,"about_ca_topic_score_gemma":0.0004777687,"domain_scores_codex":[0.999117,0.0001646494,0.00005106085,0.0002840123,0.0002751608,0.0001081835],"domain_scores_gemma":[0.9996283,0.00004131027,0.00003676753,0.00007408138,0.0001725442,0.00004692988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001060173,0.0007115648,0.005305443,0.001282181,0.0002344873,0.00320066,0.0008393874,0.01502694,0.2450752,0.1228767,0.02120088,0.5831864],"study_design_scores_gemma":[0.000317507,0.003264557,0.005855729,0.0002841733,0.0006250502,0.009475083,0.0005888927,0.2125171,0.179883,0.02274246,0.564171,0.0002755059],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02043526,0.001114068,0.9451166,0.001147408,0.0008573456,0.000408936,0.0001203051,0.002982053,0.02781803],"genre_scores_gemma":[0.3196619,0.001256558,0.6293487,0.001159006,0.0004401022,0.0006792526,0.0003578125,0.0001817569,0.04691486],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005790872,"threshold_uncertainty_score":0.01937234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05846775156726054,"score_gpt":0.3389422843436921,"score_spread":0.2804745327764315,"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."}}