{"id":"W4256438396","doi":"10.1145/2641409","title":"Demo hour","year":2014,"lang":"en","type":"article","venue":"interactions","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Interactivity; Multimedia; Computer science; World Wide Web","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001238211,0.00009456884,0.0000875952,0.0002657821,0.0001746287,0.0001003857,0.0005167284,0.00004771655,0.0001428906],"category_scores_gemma":[0.0001613155,0.00009341948,0.00004830583,0.0003518772,0.00003856963,0.0008997414,0.0001261648,0.0003289958,0.00160099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007679538,"about_ca_system_score_gemma":0.00001554135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001501194,"about_ca_topic_score_gemma":0.00003310458,"domain_scores_codex":[0.9992461,0.00004977639,0.0001789537,0.0002472669,0.0001020649,0.0001759069],"domain_scores_gemma":[0.9990892,0.0001338606,0.00009627578,0.0004887342,0.0001630855,0.00002887435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004057965,0.0001100479,0.0006091383,0.000003100403,0.00003856629,0.000005602598,0.0003544052,0.00003271102,0.02306163,0.8563715,0.02841557,0.09099365],"study_design_scores_gemma":[0.0002394725,0.0001225613,0.00488777,0.00003316178,0.000006972933,0.0002649368,0.00006530684,0.03431515,0.04487662,0.03621321,0.8786999,0.0002749288],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02755134,0.000003268356,0.8715457,0.004791639,0.002175065,0.0000645232,0.000001063388,0.0005950838,0.09327234],"genre_scores_gemma":[0.9789617,7.095882e-7,0.01725723,0.000859145,0.0001443701,0.00002709543,0.000002318004,0.00000771319,0.002739714],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9514104,"threshold_uncertainty_score":0.9991764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0148922060977631,"score_gpt":0.2830408743830098,"score_spread":0.2681486682852467,"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."}}