{"id":"W2912223345","doi":"","title":"Proceedings of the 4th ACM international workshop on Wireless mobile multimedia","year":2001,"lang":"en","type":"article","venue":"","topic":"Mobile and Web Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Event (particle physics); Variety (cybernetics); Computer science; Multimedia; Pleasure; Library science; Telecommunications; World Wide Web; Psychology; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007418117,0.00005789448,0.00005642515,0.0000360269,0.00004672034,0.00004434769,0.001676089,0.00003035692,0.00007496586],"category_scores_gemma":[0.00002558784,0.00003688705,0.00004141119,0.0002968838,0.00003416098,0.000142546,0.0003364155,0.00007243855,0.00005003552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000016391,"about_ca_system_score_gemma":0.00001748619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001197621,"about_ca_topic_score_gemma":0.000004613058,"domain_scores_codex":[0.9993837,0.000002718942,0.0001217193,0.0001806963,0.0002148746,0.00009626232],"domain_scores_gemma":[0.9993965,0.00006781444,0.00006055753,0.0003450364,0.00009792476,0.00003214214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001221698,0.0006830341,0.02385088,0.000008303089,0.00003681494,9.057144e-7,0.001404487,0.000157289,0.01639307,0.4113955,0.04370831,0.5023491],"study_design_scores_gemma":[0.001703665,0.0001838808,0.09749707,0.0002108578,0.00001972084,0.00004770332,0.0007517301,0.2983901,0.1250457,0.02033943,0.4550276,0.0007825918],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8035831,0.00001391485,0.0441725,0.007119861,0.0005165398,0.0007216672,0.000002683821,0.0001896887,0.1436801],"genre_scores_gemma":[0.9872224,0.00002435896,0.007588256,0.0004085689,0.00006873369,0.0001427285,6.399427e-7,0.000003768829,0.004540546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5015666,"threshold_uncertainty_score":0.3114619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01663977467884413,"score_gpt":0.2656935716186843,"score_spread":0.2490537969398401,"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."}}