{"id":"W4249088313","doi":"10.5489/cuaj.338","title":"We can’t afford to be laggards","year":2013,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Science, Research, and Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Urological Association","funders":"","keywords":"Computer science; Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006457821,0.00101344,0.0009755275,0.001158048,0.01525841,0.0100675,0.00181439,0.006881095,0.09628613],"category_scores_gemma":[0.0246882,0.0005906386,0.0008429519,0.0009495775,0.02135923,0.01568673,0.01324665,0.02044055,0.03611673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006091445,"about_ca_system_score_gemma":0.02324796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03997784,"about_ca_topic_score_gemma":0.07795416,"domain_scores_codex":[0.9927591,0.001440038,0.0002228639,0.0008044392,0.002014773,0.002758899],"domain_scores_gemma":[0.9790255,0.001709104,0.0007097645,0.001018252,0.003111053,0.0144263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001329957,0.0001683046,0.00342114,0.0001494722,0.00003333071,0.0006937429,0.004982534,0.00009857808,0.0003263074,0.1513215,0.7839823,0.05468983],"study_design_scores_gemma":[0.00002659512,0.00004249385,0.0004879396,0.0003030836,0.0000117231,0.0004091373,0.009739161,0.00002432621,0.00008329681,0.03470571,0.9541371,0.00002939485],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.008408928,0.007591481,0.002193797,0.8090661,0.02769487,0.00004141003,0.0002108489,0.0003080459,0.1444846],"genre_scores_gemma":[0.1430343,0.009233312,0.003786352,0.4413812,0.004051994,0.000121251,0.0003209892,0.0005438057,0.3975269],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09628613,"threshold_uncertainty_score":0.3221092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03060618593856324,"score_gpt":0.2822513303035347,"score_spread":0.2516451443649715,"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."}}