{"id":"W2957886839","doi":"","title":"An Immodest Demand","year":2019,"lang":"en","type":"article","venue":"MacEwan University Student Research Proceedings","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"MacEwan University","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001791125,0.0001277317,0.0002844494,0.0005426455,0.0004401269,0.0002587891,0.0008275094,0.00007362114,0.005052878],"category_scores_gemma":[0.00002753628,0.0001576905,0.00007735097,0.0004776039,0.0002013469,0.0007647673,0.0004639881,0.0002610961,0.02135704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003228854,"about_ca_system_score_gemma":0.00002240121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002354601,"about_ca_topic_score_gemma":0.00001266362,"domain_scores_codex":[0.9983504,0.00001129546,0.0001962221,0.0007248927,0.0001436001,0.0005736261],"domain_scores_gemma":[0.9992961,0.0000271918,0.00009742064,0.0002296387,0.0001630213,0.0001865805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006122985,0.0002387014,0.4731686,0.00004513196,0.0001023021,0.000009807954,0.005777313,0.00001784646,0.0002172537,0.4533941,0.06686125,0.000106428],"study_design_scores_gemma":[0.001355224,0.0003034187,0.1021233,0.00002147306,0.000004862945,0.000002304443,0.04359737,0.0007963786,0.00009060717,0.002519157,0.8487775,0.0004084372],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5519307,0.00005911382,0.00001094859,0.0001491229,0.0002298573,0.000253624,0.00004224393,0.00003803844,0.4472864],"genre_scores_gemma":[0.7865388,0.00009426365,0.0000973244,0.00003037174,0.0000477811,0.000001469469,0.000003221812,0.00001033145,0.2131765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7819163,"threshold_uncertainty_score":0.9958566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1067942122020094,"score_gpt":0.3080189662799451,"score_spread":0.2012247540779358,"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."}}