{"id":"W4302926646","doi":"10.5281/zenodo.1184514","title":"Home Automation And Optimizations","year":2018,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"IoT-based Smart Home Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Automation; Operating system; Embedded system; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000284735,0.0001024684,0.00009539038,0.000212881,0.001100864,0.0004210979,0.0002822786,0.00005354359,0.003233498],"category_scores_gemma":[0.0001163134,0.0001151142,0.00001854755,0.0004221098,0.0001165267,0.0002509814,0.0002008749,0.0001082553,0.005124146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008999296,"about_ca_system_score_gemma":0.000001302911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003509658,"about_ca_topic_score_gemma":3.542728e-7,"domain_scores_codex":[0.9991379,0.00009293805,0.0001739542,0.0001903219,0.0001742095,0.0002306352],"domain_scores_gemma":[0.9993119,0.00001165362,0.00002930117,0.0002610525,0.0002739805,0.0001120867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000493927,0.0001402783,0.00004662203,0.0005250919,0.0002068388,0.00001687185,0.009503253,0.01129003,0.02639513,0.01673741,0.7589933,0.1760958],"study_design_scores_gemma":[0.0004177965,0.0001406253,0.001269706,0.00003440339,0.00001090434,0.00008830001,0.000209756,0.08185463,0.0007873325,0.0001052442,0.9148502,0.0002310993],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2700926,0.0003346835,0.2470195,0.0006437203,0.001266754,0.001371313,0.0003633944,0.01283009,0.4660779],"genre_scores_gemma":[0.9969156,0.00003187176,0.0009892007,0.00002985072,0.0002621638,4.233409e-8,0.0004382544,0.001015252,0.0003177052],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.726823,"threshold_uncertainty_score":0.9976777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01678016456884731,"score_gpt":0.2096571908571371,"score_spread":0.1928770262882898,"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."}}