{"id":"W4285407558","doi":"10.1109/cwit55308.2022.9817661","title":"17th Canadian Workshop on Information Theory","year":2022,"lang":"en","type":"article","venue":"","topic":"Advanced Database Systems and Queries","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science; Data science","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":[0.0002279423,0.00004371603,0.00003996825,0.0001032114,0.0002875959,0.00003189644,0.0002234159,0.000007728617,0.0002854049],"category_scores_gemma":[0.00002176411,0.00003765895,0.00001386801,0.0001952362,0.000007270725,0.0008210127,0.0001360918,0.00007788402,0.0001220826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008894839,"about_ca_system_score_gemma":0.0001094601,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00724778,"about_ca_topic_score_gemma":0.006999909,"domain_scores_codex":[0.9995232,0.00004126046,0.00008481066,0.00007805111,0.0001389384,0.0001337245],"domain_scores_gemma":[0.9995474,0.00003906516,0.00002564318,0.0002997069,0.00001417969,0.00007405368],"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":[0.000001476355,0.000001964701,0.0000104495,8.330944e-7,0.000001232011,0.000002087309,0.0003591401,0.0005627214,7.083711e-7,0.948752,0.004961532,0.04534581],"study_design_scores_gemma":[0.00005705314,0.00001762129,0.0001099325,0.000002335951,2.803597e-7,0.000008789168,0.0006398393,0.003067849,0.00001710838,0.003223339,0.9927835,0.00007232444],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0005663233,0.00001561366,0.8801267,0.00101417,0.0004245095,0.00008727688,0.00002439785,0.00009326418,0.1176478],"genre_scores_gemma":[0.8766692,0.000009264439,0.0823911,0.02466665,0.0001054157,0.0001917502,0.0001452048,0.00001154802,0.01580983],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.987822,"threshold_uncertainty_score":0.9993631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009714776102892458,"score_gpt":0.2161969254030405,"score_spread":0.2064821493001481,"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."}}