{"id":"W7093958915","doi":"","title":"!a_waste_of_time","year":2016,"lang":"en","type":"article","venue":"UA Campus Repository (The University of Arizona)","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Exhibition; Convention; Work (physics); Quarter (Canadian coin)","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":[0.0001331692,0.0001052462,0.0001287128,0.0001500899,0.0003796946,0.00001791042,0.001276316,0.00009707711,0.00004236075],"category_scores_gemma":[0.00002985555,0.00007610321,0.00008703516,0.0002268258,0.0004636325,0.0005398498,0.0003741434,0.0001438501,0.0001744441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001266411,"about_ca_system_score_gemma":0.0000632345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003563358,"about_ca_topic_score_gemma":0.000005936171,"domain_scores_codex":[0.9991411,0.00007360079,0.0001224654,0.0002813138,0.0002062062,0.0001752894],"domain_scores_gemma":[0.9986993,0.0001319918,0.0002261112,0.0007015713,0.0002096253,0.00003138066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001162826,0.0002424607,0.003523051,0.00001877858,0.0002900226,0.0002951429,0.002530126,0.00002845524,0.6425984,0.2530467,0.03230922,0.06500132],"study_design_scores_gemma":[0.003683055,0.001287587,0.05306549,0.0003730017,0.0001145074,0.0009326646,0.0014569,0.002146704,0.5220723,0.01298245,0.4007141,0.001171301],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6053868,0.000054496,0.2900768,0.00993235,0.002013261,0.0003352876,0.000003077218,0.0005652667,0.09163263],"genre_scores_gemma":[0.9753382,0.000002462485,0.00499037,0.00005362131,0.00004540548,1.910842e-7,3.697563e-7,0.000005484747,0.01956394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3699514,"threshold_uncertainty_score":0.3103399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004996792475688591,"score_gpt":0.1718698231542194,"score_spread":0.1668730306785308,"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."}}