{"id":"W4229661246","doi":"10.1145/2878936","title":"Demo hour","year":2016,"lang":"en","type":"article","venue":"interactions","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Witness; Interface (matter); Library science; Computer science; Engineering; World Wide Web; Operating system","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":[0.001610723,0.0010447,0.0004678455,0.001256866,0.0033797,0.004230219,0.00130674,0.001725932,0.6742052],"category_scores_gemma":[0.002609043,0.0004099059,0.0007027743,0.0007706423,0.0003785089,0.002543388,0.00399577,0.002479564,0.3722886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001164341,"about_ca_system_score_gemma":0.001913119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004900088,"about_ca_topic_score_gemma":0.0163933,"domain_scores_codex":[0.9992083,0.00008988744,0.00002134938,0.0000916506,0.0003671076,0.0002218369],"domain_scores_gemma":[0.9977386,0.0001003906,0.00004000161,0.0001810201,0.0006214801,0.001318598],"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":[0.00003547703,0.00002469408,0.00005879245,0.00002380728,8.303376e-7,0.00003914088,0.00002561659,0.00002624008,0.00008543791,0.0006406267,0.9859049,0.01313443],"study_design_scores_gemma":[0.00001454691,0.00002069999,0.0003046983,0.00002205022,9.328485e-7,0.00003162045,0.00008366085,0.00004108381,0.00007639909,0.0003967352,0.9990031,0.000004374761],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002699209,0.001434445,0.003679584,0.01775746,0.04892093,0.001075677,0.01683806,0.004305487,0.9032891],"genre_scores_gemma":[0.009309068,0.000837346,0.001793488,0.003002108,0.003673825,0.0004748519,0.01108291,0.001315074,0.9685113],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6742052,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01392769811993732,"score_gpt":0.293132109041408,"score_spread":0.2792044109214706,"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."}}