{"id":"W2280611937","doi":"10.1145/2839509.2850510","title":"The Sensorian Shield","year":2016,"lang":"en","type":"article","venue":"","topic":"Robotics and Automated Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Shield; Computer science; Software; Open source; Tinker; Operating system; Raspberry pi; Variety (cybernetics); Software engineering; Embedded system; World Wide Web; Internet of Things; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001087648,0.001354855,0.0006299804,0.00122059,0.000588249,0.001616974,0.001440197,0.0009772945,0.1076282],"category_scores_gemma":[0.002364937,0.0009664651,0.0005653005,0.0006167588,0.0007131983,0.003487139,0.003147894,0.001806083,0.05757642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007098151,"about_ca_system_score_gemma":0.001382352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007850182,"about_ca_topic_score_gemma":0.0008100573,"domain_scores_codex":[0.9981295,0.000153681,0.00005783796,0.0002272842,0.001253776,0.000177873],"domain_scores_gemma":[0.9984965,0.0001790872,0.00009735094,0.0003341115,0.0006129858,0.0002798745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008639637,0.0002438891,0.002209651,0.0008469882,0.00005858744,0.0004558539,0.000569813,0.002444329,0.04467342,0.04517809,0.5527895,0.3496659],"study_design_scores_gemma":[0.00005474691,0.0001651076,0.0008726039,0.00007160733,0.0000270355,0.0006944874,0.00006570043,0.00313841,0.02413522,0.003238591,0.9674938,0.00004259061],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02151961,0.00285549,0.2738601,0.002834685,0.00187264,0.0008620872,0.006266225,0.1314533,0.5584757],"genre_scores_gemma":[0.1949662,0.00319896,0.1473962,0.003355251,0.0005366702,0.0007027336,0.01688978,0.01942502,0.6135292],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1076282,"threshold_uncertainty_score":0.3600523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005911931582158155,"score_gpt":0.1750199118036459,"score_spread":0.1691079802214877,"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."}}