{"id":"W1980505648","doi":"10.1016/j.juro.2008.09.022","title":"Manuscript Publication by Urology Residents and Predictive Factors","year":2008,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Accreditation; Guideline; Family medicine; Urology; Medical education; Pathology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001382291,0.00007060481,0.0002281001,0.0001356985,0.00009825693,0.000003003455,0.0001208953,0.0001204054,0.0001160146],"category_scores_gemma":[0.01580651,0.00003846606,0.00002954316,0.00009937515,0.0003647201,0.00009029593,0.00003263465,0.000648253,0.00001185597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004445603,"about_ca_system_score_gemma":0.0008061479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004186082,"about_ca_topic_score_gemma":0.000001558849,"domain_scores_codex":[0.9985013,0.0003268867,0.0003151531,0.00007100229,0.0003708628,0.0004148076],"domain_scores_gemma":[0.997466,0.0005100916,0.000182567,0.0001301343,0.0002631521,0.001448028],"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":[0.004284562,0.0002252312,0.08134944,0.00003528529,0.0001461511,0.0002006206,0.002424942,0.000001879509,0.004206149,0.00004234277,0.9033882,0.003695173],"study_design_scores_gemma":[0.002836359,0.008924431,0.7989041,0.000009132384,0.0001423321,0.007409682,0.0001679889,0.0001242673,0.0003968583,0.0004090494,0.1806178,0.00005807008],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8909055,0.002034188,0.0005400989,0.1054194,0.0001378579,0.0001481833,0.00000499767,0.000005931363,0.0008038195],"genre_scores_gemma":[0.9820664,0.003131757,0.00001716339,0.01406689,0.0001596276,0.00000111923,0.000005124072,0.000007225475,0.0005446735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7227705,"threshold_uncertainty_score":0.9924838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09952332049421964,"score_gpt":0.3704782208287316,"score_spread":0.2709549003345119,"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."}}