{"id":"W2611258451","doi":"10.1145/3027063.3053254","title":"TangiWoZ","year":2017,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Wizard; Computer science; Set (abstract data type); Human–computer interaction; Software engineering; Work (physics); Software; World Wide Web; Programming language; Engineering","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":["scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006866541,0.00003159065,0.00004984444,0.00006146397,0.0003551861,0.001062187,0.0009062222,0.00001274937,0.004291625],"category_scores_gemma":[0.0004088591,0.00001958787,0.00004125161,0.00003440597,0.00003350706,0.00100375,0.0001504973,0.000019842,0.006200148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003677799,"about_ca_system_score_gemma":0.000005135515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000151627,"about_ca_topic_score_gemma":0.00001864089,"domain_scores_codex":[0.9991882,0.000006245499,0.0001440252,0.00008348071,0.0005046343,0.00007345715],"domain_scores_gemma":[0.9991503,0.0000357012,0.0001020013,0.0006054873,0.00006985185,0.00003663701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000005218844,0.00001485133,0.186769,4.358013e-7,0.000003774984,0.000004549456,0.0001647184,0.000003285142,0.00009291893,0.1185392,0.4324609,0.2619412],"study_design_scores_gemma":[0.00009591744,0.000004781439,0.5675596,5.743548e-7,0.000001626166,4.043488e-7,0.0001927654,0.0005823445,0.0001354877,0.006473534,0.4249067,0.00004629896],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2915217,0.000002863738,0.001824884,0.003039998,0.0002362678,0.00003605855,0.000001261712,0.00002587859,0.7033111],"genre_scores_gemma":[0.8733187,8.38396e-7,0.0005051672,0.0004101491,0.00002857238,0.000001599178,3.466358e-7,0.000001002712,0.1257336],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.581797,"threshold_uncertainty_score":0.9999748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.597477018977248,"score_gpt":0.5416194773504366,"score_spread":0.05585754162681145,"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."}}