{"id":"W4301485289","doi":"","title":"Urinary monitoring among health professionals working in oncology: canadian pilot study and french outlooks","year":2016,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Health Promotion and Cardiovascular Prevention","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Health professionals; Urinary system; Medicine; Oncology; Medical education; Medical physics; Psychology; Internal medicine; Political science; Health care","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.02081459,0.000273351,0.0006569884,0.0004928043,0.0003742532,0.00007780358,0.0003149419,0.0002524791,0.00005627689],"category_scores_gemma":[0.000686424,0.0002587359,0.0001228093,0.0002394069,0.0001099481,0.00007364767,0.0006014158,0.001088969,0.0000123489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009806221,"about_ca_system_score_gemma":0.002480802,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06858996,"about_ca_topic_score_gemma":0.1286417,"domain_scores_codex":[0.9822847,0.01529817,0.0007246257,0.0007483913,0.0004355814,0.0005084877],"domain_scores_gemma":[0.996654,0.0004210389,0.000398024,0.001216767,0.0006637638,0.0006463813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000156242,0.002799075,0.6752343,0.0005235707,0.0001775187,0.00008395834,0.01608158,0.00000169665,0.00006693752,0.0004333164,0.0002432546,0.3043392],"study_design_scores_gemma":[0.001892338,0.00001538127,0.9812381,0.01278214,0.00004865254,0.00002985299,0.0007411167,0.0001634269,0.0001721002,0.0005692322,0.002083956,0.0002637515],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9471027,0.002992484,0.004458005,0.02401013,0.000605089,0.002932085,0.00001279962,0.0001345019,0.01775226],"genre_scores_gemma":[0.9923803,0.0005956268,0.00236673,0.0001508823,0.00007247164,0.0002829418,0.00008878818,0.00004054887,0.004021723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3060037,"threshold_uncertainty_score":0.9999865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05656391395780723,"score_gpt":0.3353311318754272,"score_spread":0.2787672179176199,"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."}}