{"id":"W2492690553","doi":"10.1002/9781118670903.ch7","title":"Instrumentation and Surgical Technique","year":2013,"lang":"en","type":"other","venue":"","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Instrumentation (computer programming); Computer science; Programming language","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009913207,0.0007183456,0.0005922096,0.001987169,0.001176345,0.001314755,0.0007166783,0.001156093,0.01782774],"category_scores_gemma":[0.001767231,0.0003512005,0.001058904,0.0009419494,0.001511526,0.001116439,0.001195277,0.002882459,0.01052997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005167565,"about_ca_system_score_gemma":0.001826591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008517661,"about_ca_topic_score_gemma":0.001445427,"domain_scores_codex":[0.9990159,0.00007815861,0.0001458711,0.0002596925,0.0003920977,0.0001082351],"domain_scores_gemma":[0.9993849,0.0001656441,0.00009052277,0.000133011,0.0001245481,0.0001014229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004263223,0.0002834069,0.009280715,0.002194138,0.0001127404,0.004872026,0.0008927947,0.0006440339,0.03498227,0.02567001,0.03029201,0.8903495],"study_design_scores_gemma":[0.0001002535,0.0009350884,0.02322662,0.001059598,0.0001600868,0.09726865,0.0003272653,0.0005053215,0.01145396,0.01138817,0.85343,0.0001449972],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.07495328,0.1000842,0.2981391,0.008502806,0.01067468,0.002131003,0.003302483,0.004270459,0.4979421],"genre_scores_gemma":[0.2621245,0.1014412,0.4377983,0.01034054,0.007521691,0.002209085,0.003465066,0.001425957,0.1736735],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01782774,"threshold_uncertainty_score":0.05963975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009474490705128203,"score_gpt":0.2782028017290233,"score_spread":0.2687283110238951,"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."}}