{"id":"W2049817002","doi":"10.1145/2556288.2557199","title":"Panelrama","year":2014,"lang":"en","type":"article","venue":"","topic":"Usability and User Interface Design","field":"Computer Science","cited_by":111,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Synchronization (alternating current); Sample (material); Categorization; Human–computer interaction; Distributed computing; Software engineering; Artificial intelligence; Computer network","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":[0.0001906894,0.00003541169,0.00004119805,0.00001446836,0.00002625648,0.00007176415,0.0004557333,0.00001795925,0.00007750475],"category_scores_gemma":[0.00003541975,0.00002770809,0.00001912918,0.00007042364,0.0000116393,0.0001693561,0.00007157862,0.00003310766,0.000718474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000048468,"about_ca_system_score_gemma":0.000005628396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001208201,"about_ca_topic_score_gemma":0.000003024511,"domain_scores_codex":[0.9996062,0.00003433544,0.00005762601,0.0001352122,0.00007111401,0.00009551704],"domain_scores_gemma":[0.9995189,0.00005993458,0.000008430624,0.0003563269,0.00002046487,0.00003592263],"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":[9.154542e-7,0.00003407084,0.0006753359,0.000003310015,0.000002765146,5.110415e-7,0.0002722922,0.00002618544,0.0009551617,0.9160701,0.009867581,0.07209174],"study_design_scores_gemma":[0.0002976137,0.000242585,0.007608758,0.000006435766,0.000002068145,0.00001326133,0.00001725461,0.3462368,0.04691262,0.1429542,0.4554028,0.0003056485],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01405867,0.00000285769,0.9400234,0.0022556,0.0001529209,0.0000221986,3.450414e-8,0.0001821593,0.04330219],"genre_scores_gemma":[0.9484658,1.562134e-7,0.04839993,0.0009644097,0.00002445159,0.000001727156,6.345233e-8,0.000001327872,0.002142178],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9344071,"threshold_uncertainty_score":0.9234769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01441809810745439,"score_gpt":0.2127736668073482,"score_spread":0.1983555686998938,"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."}}