{"id":"W4386579281","doi":"10.1097/01.eem.0000724632.18863.0e","title":"Viewpoint","year":2020,"lang":"en","type":"article","venue":"Emergency Medicine News","topic":"Ear Surgery and Otitis Media","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001497655,0.000751388,0.0004541356,0.0007437546,0.003045423,0.008399198,0.001959802,0.008644125,0.2064156],"category_scores_gemma":[0.007782274,0.0002739028,0.0006887069,0.0006693186,0.003416641,0.005702267,0.002860584,0.008814175,0.08655639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005494345,"about_ca_system_score_gemma":0.005458979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009660603,"about_ca_topic_score_gemma":0.01008992,"domain_scores_codex":[0.9985417,0.000253653,0.00004738896,0.0004439814,0.0004799256,0.0002333846],"domain_scores_gemma":[0.9980506,0.0003101226,0.00008014881,0.0002617014,0.0008829264,0.0004144903],"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":[0.0000120778,0.00001192767,0.0001392472,0.00004933219,0.000002714404,0.0000969321,0.0002449642,0.00004842195,0.00006570624,0.1187391,0.8575075,0.02308214],"study_design_scores_gemma":[0.000002621532,0.000002808269,0.00005251116,0.00006650426,9.243483e-7,0.00007678128,0.0001146489,0.00001679148,0.00002127044,0.008280229,0.9913626,0.000002354192],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006787542,0.008324503,0.001811373,0.2875458,0.04415728,0.00004246654,0.0005163215,0.0001908844,0.6567326],"genre_scores_gemma":[0.02460205,0.00941899,0.001576648,0.2305163,0.01731739,0.00008951772,0.0006264752,0.0003073742,0.7155453],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7935843,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08606871843670087,"score_gpt":0.3293509038349816,"score_spread":0.2432821853982807,"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."}}