{"id":"W3021778594","doi":"10.1016/j.jmig.2005.09.010","title":"4","year":2005,"lang":"en","type":"article","venue":"Journal of Minimally Invasive Gynecology","topic":"Thyroid and Parathyroid Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St Joseph's Health Care; Western University","funders":"","keywords":"Electrosurgery; Medicine; Shield; Hysteroscopy; Surgery; Current (fluid); Anesthesia; Electrical engineering; Geology; Engineering","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":[0.0003485382,0.0001262617,0.0005172325,0.0002549817,0.00003759423,0.00000810586,0.0001200244,0.0001442916,0.0008597741],"category_scores_gemma":[0.001677848,0.00009985572,0.00026771,0.000117855,0.00009012598,0.0001264899,0.00002744827,0.0003568239,0.0003016498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001054686,"about_ca_system_score_gemma":0.0007205595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.557802e-7,"about_ca_topic_score_gemma":0.0000242186,"domain_scores_codex":[0.998708,0.00007342636,0.0006337098,0.0001117845,0.0002084193,0.0002647322],"domain_scores_gemma":[0.9977854,0.001033528,0.0004126517,0.0001431116,0.0003970894,0.0002282523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001646884,0.001094426,0.06022494,0.00005347905,0.0005788266,0.003596507,0.001184322,0.00006629273,0.5348827,0.000517569,0.3748536,0.02130053],"study_design_scores_gemma":[0.00603801,0.005314656,0.2916104,0.00009231724,0.0003354974,0.01268935,0.000704349,0.00001947771,0.05266989,0.0001903052,0.6300291,0.000306534],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773483,0.001945473,0.00002449118,0.006597357,0.0004952165,0.00008480448,0.000001983403,0.00001095908,0.01349141],"genre_scores_gemma":[0.9877425,0.0005120634,0.004304296,0.004792138,0.001286103,0.000001959467,0.000001755208,0.0000166329,0.001342596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4822128,"threshold_uncertainty_score":0.9413923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01838344358263,"score_gpt":0.2729409396222187,"score_spread":0.2545574960395887,"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."}}