{"id":"W1511585149","doi":"10.4193/rhino11.250","title":"The microdebrider, a step forward or an expensive gadget?","year":2012,"lang":"en","type":"article","venue":"Rhinology Journal","topic":"Sinusitis and nasal conditions","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"Medtronic","keywords":"Medicine; Surgery; Forceps; Endoscopic sinus surgery; Blood loss; Functional endoscopic sinus surgery; Significant difference; Prospective cohort study; Sinusitis; Internal 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":[0.0002911854,0.0001033993,0.0001860403,0.00007855039,0.0005415471,0.00003760507,0.0001122099,0.0001048233,0.0006398222],"category_scores_gemma":[0.0002011188,0.00005605375,0.00009536249,0.00007182905,0.0001381427,0.0001997814,0.00003003801,0.0004847697,0.0001530701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000577421,"about_ca_system_score_gemma":0.000137539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009680326,"about_ca_topic_score_gemma":0.00003486771,"domain_scores_codex":[0.9989844,0.0001082244,0.0002311109,0.00009250438,0.0001312279,0.000452555],"domain_scores_gemma":[0.9990699,0.000155448,0.0001058546,0.000211135,0.0001656294,0.0002920183],"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":[0.002827702,0.001079685,0.3198102,0.00002414489,0.001092125,0.002038686,0.004497768,0.000001260494,0.04024361,0.01250928,0.5290059,0.08686962],"study_design_scores_gemma":[0.003869113,0.001530528,0.6601028,0.00007418494,0.0003124913,0.1062421,0.004350249,0.00004135957,0.003790108,0.000518998,0.2188949,0.0002731497],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909403,0.003104042,0.0004187507,0.002965132,0.001026851,0.0001261631,0.00000441325,0.00002966543,0.001384658],"genre_scores_gemma":[0.9926392,0.00032978,0.0009914275,0.002568323,0.001328741,0.000006670205,0.000006842969,0.00001570546,0.002113345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3402927,"threshold_uncertainty_score":0.7005605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0419334322379772,"score_gpt":0.3389815056625954,"score_spread":0.2970480734246183,"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."}}