{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004344508,0.00002959565,0.00002664911,0.000005399496,0.00002953403,0.00001953891,0.00004779098,0.00001717653,0.00003615342],"category_scores_gemma":[0.000005350352,0.00001147491,0.00001272517,0.00002061116,0.000006146162,0.0000166335,0.000004035398,0.00001343966,0.0003219172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006185029,"about_ca_system_score_gemma":0.000001123006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002167981,"about_ca_topic_score_gemma":0.000007212193,"domain_scores_codex":[0.9997934,0.000003435547,0.00005493069,0.00002702176,0.00003559792,0.0000856004],"domain_scores_gemma":[0.9998251,0.00004820754,0.000002981232,0.0001019391,0.000004398131,0.00001740706],"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":[0.000003590618,0.00001122964,0.001120976,0.0000404474,0.0001771967,0.00002003563,0.0003145808,0.01047619,0.1918892,0.2355471,0.2938719,0.2665275],"study_design_scores_gemma":[0.0003723573,0.00002148481,0.00145042,0.00005955945,0.000005563668,0.00001483156,0.0001587079,0.07420264,0.04040054,0.001441448,0.8815659,0.000306501],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0978993,0.0004410341,0.07358021,0.004964541,0.004710765,0.0002107004,0.000003697577,0.002447324,0.8157424],"genre_scores_gemma":[0.9928607,0.00003626863,0.00006601882,0.0000104677,0.00007988871,0.000001639003,4.418401e-8,0.00000686507,0.006938155],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8949614,"threshold_uncertainty_score":0.4137702,"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."}}