{"id":"W3028180736","doi":"10.1145/2854149","title":"Demo hour","year":2015,"lang":"en","type":"article","venue":"interactions","topic":"IoT and Edge/Fog Computing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Ubiquitous computing; Implementation; Computer science; Human–computer interaction; Work (physics); Project commissioning; World Wide Web; Multimedia; Publishing; Engineering; Software engineering; Political science","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":[0.001200846,0.0009728803,0.0005244076,0.001145427,0.002866875,0.004223614,0.001372662,0.001523112,0.7148926],"category_scores_gemma":[0.002671001,0.0003955776,0.0005695056,0.0009098502,0.0003912773,0.002967962,0.003314613,0.002081678,0.4279974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009759979,"about_ca_system_score_gemma":0.001301713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005139158,"about_ca_topic_score_gemma":0.0147596,"domain_scores_codex":[0.9994094,0.00007258656,0.00001789226,0.00007990981,0.0002607599,0.0001594048],"domain_scores_gemma":[0.9979247,0.0001328476,0.00003972408,0.0002350975,0.0006815656,0.0009860788],"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":[0.00004826172,0.00001713019,0.00005515316,0.00003078008,9.910161e-7,0.00004031941,0.00003381962,0.00003080029,0.0001018391,0.0009104964,0.9824579,0.0162725],"study_design_scores_gemma":[0.00001157496,0.00001235613,0.0001967655,0.00002097359,9.53356e-7,0.00003648603,0.00008560446,0.00004718573,0.00007805421,0.0005634852,0.9989421,0.000004486148],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001650434,0.00116608,0.004388866,0.009082771,0.01984435,0.0007340253,0.02208905,0.005549357,0.9354951],"genre_scores_gemma":[0.0122855,0.001214974,0.003679117,0.003287784,0.003547011,0.0005045592,0.02578697,0.002329376,0.9473646],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7148926,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07678840561596809,"score_gpt":0.3161850639030463,"score_spread":0.2393966582870782,"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."}}