{"id":"W4407839354","doi":"10.2139/ssrn.5146990","title":"REAL TIME TEMPERATURE AND HUMIDITY MONITORING SYSTEM","year":2025,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"IoT-based Smart Home Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Humidity; Environmental science; Apparent temperature; Meteorology; Atmospheric sciences; Real-time computing; Computer science; Geography; Geology","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":[0.0009442529,0.000193905,0.0002556912,0.0001767493,0.0002231455,0.0001096764,0.0001699513,0.0001509626,0.00000327974],"category_scores_gemma":[0.00001363487,0.0001818876,0.00006806936,0.0002321827,0.00001931843,0.0001483042,0.00002352847,0.001571816,0.00003068101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001706765,"about_ca_system_score_gemma":0.0004699923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003321174,"about_ca_topic_score_gemma":0.00003067544,"domain_scores_codex":[0.9979274,0.00006766183,0.0002809233,0.0001561463,0.0001734975,0.001394374],"domain_scores_gemma":[0.9996183,0.00003826212,0.00004068461,0.0001748683,0.00005263979,0.00007527338],"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":[0.0001908389,0.000102141,0.0416968,0.002450493,0.00338528,0.0001536529,0.001192293,0.009552926,0.7562085,0.1555236,0.006501491,0.02304195],"study_design_scores_gemma":[0.03807699,0.00422416,0.1203659,0.02226335,0.003358558,0.02928,0.08111111,0.1121788,0.4293566,0.08277001,0.06054279,0.0164718],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986463,0.005170799,0.0004397578,0.00005541884,0.001567602,0.0001423474,0.000002914882,0.0003820444,0.005776188],"genre_scores_gemma":[0.9959791,0.001237828,0.00004414871,0.000002195708,0.0007846318,0.000006919675,0.000001630293,0.00003414316,0.00190937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3268519,"threshold_uncertainty_score":0.741716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002316325486529226,"score_gpt":0.192358763170575,"score_spread":0.1900424376840457,"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."}}