{"id":"W2005469717","doi":"10.5489/cuaj.2150","title":"Good servants, poor masters","year":2014,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Social Science and Policy Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004143293,0.00007477959,0.000131976,0.0001244772,0.001749988,0.0003812286,0.0004290112,0.0002469067,0.00178104],"category_scores_gemma":[0.003387652,0.00006569463,0.00009321736,0.0004576714,0.0001207329,0.0002386905,0.00001558874,0.0004516287,0.0004773489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001084874,"about_ca_system_score_gemma":0.0009205835,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04084262,"about_ca_topic_score_gemma":0.05828506,"domain_scores_codex":[0.9971186,0.0008856925,0.0001839703,0.0001403905,0.0007339517,0.0009374113],"domain_scores_gemma":[0.9979668,0.0003629746,0.0001330699,0.00005945434,0.0002199335,0.001257723],"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":[0.000006009153,0.00001738126,0.8567731,7.915543e-7,0.00002362484,0.00001001195,0.003410461,0.00001187417,0.00002367475,0.04535129,0.07232836,0.02204341],"study_design_scores_gemma":[0.0001391436,0.00004888865,0.1418103,0.00000170668,0.000004888946,0.000002579487,0.0007986011,0.0000359747,0.000001656557,0.008482204,0.8485848,0.00008924314],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3362513,0.00005007759,0.00007483557,0.3051118,0.001119622,0.0001695481,0.00001422397,0.00005494686,0.3571537],"genre_scores_gemma":[0.9806911,0.00005532826,0.0000552595,0.01169776,0.001830639,0.000003242334,0.000001605179,0.000004988641,0.005660019],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7762564,"threshold_uncertainty_score":0.9995496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03364777107867112,"score_gpt":0.3153416200117534,"score_spread":0.2816938489330823,"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."}}