{"id":"W4242895216","doi":"10.1089/vid.2010.0024","title":"Digital Nephroscopy: The Next Step","year":2010,"lang":"en","type":"article","venue":"Videourology","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.00007054982,0.0001178415,0.0001767967,0.00004047752,0.00009308994,0.00003856898,0.0001124996,0.0001222158,0.0005964772],"category_scores_gemma":[0.0001559869,0.00006700939,0.00008530889,0.00008457421,0.0001626906,0.00008212748,0.00005451257,0.0003309716,0.0005909802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007479857,"about_ca_system_score_gemma":0.00006358842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001910168,"about_ca_topic_score_gemma":0.000008891355,"domain_scores_codex":[0.9992738,0.00001693375,0.0001387926,0.0001952622,0.0001128961,0.0002622852],"domain_scores_gemma":[0.9992584,0.00009388252,0.00004364816,0.0004195804,0.00003716982,0.0001472906],"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":[0.0008407166,0.0007268171,0.7732962,0.00002328941,0.0004047492,0.0003180217,0.0003421163,0.000001103766,0.02783238,0.00513204,0.05990703,0.1311756],"study_design_scores_gemma":[0.00115829,0.0004831387,0.2015065,0.000002449155,0.00009701509,0.000706638,0.00003303414,0.0001323313,0.0003204881,0.0002929481,0.795192,0.00007514898],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9455522,0.000104422,0.0000549272,0.02875838,0.0006668127,0.0002331943,0.000009519698,0.00007262298,0.02454797],"genre_scores_gemma":[0.9845704,0.00001147809,0.0003063259,0.0114483,0.0003437512,0.00001863126,0.00001579927,0.00001995903,0.003265355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.735285,"threshold_uncertainty_score":0.7596052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01596052817817825,"score_gpt":0.2765740739913349,"score_spread":0.2606135458131567,"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."}}