{"id":"W6921163885","doi":"10.6084/m9.figshare.9992321.v1","title":"Perioperative Assessment. Are we measuring what matters?","year":2019,"lang":"en","type":"other","venue":"Figshare","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perioperative; MEDLINE; Context (archaeology); Work (physics)","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":[0.003237266,0.000681869,0.0005108835,0.001955957,0.001202366,0.00346977,0.001514521,0.002792371,0.4937702],"category_scores_gemma":[0.02313027,0.0004188824,0.0005606071,0.0009845359,0.001264898,0.002998915,0.002575789,0.003397605,0.2574718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002510815,"about_ca_system_score_gemma":0.00483099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02313466,"about_ca_topic_score_gemma":0.06578083,"domain_scores_codex":[0.9983971,0.0003913249,0.0001084188,0.000115243,0.0007596269,0.0002284022],"domain_scores_gemma":[0.9852299,0.002193091,0.0005667738,0.0005967995,0.005028358,0.006385117],"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":[0.00001764609,0.000007031904,0.000169202,0.00004986731,0.00000147874,0.00001800307,0.00001128967,0.00001755613,0.00002175081,0.0006812618,0.9433995,0.05560542],"study_design_scores_gemma":[0.00002019712,0.00001928131,0.001466071,0.001000288,0.000005163709,0.00015428,0.00009545464,0.0000676663,0.00005501488,0.002488812,0.9946096,0.00001820592],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0005541238,0.02355271,0.00165302,0.2139146,0.01847538,0.0001020389,0.003927547,0.001396713,0.7364239],"genre_scores_gemma":[0.01472686,0.0363351,0.003512122,0.03995115,0.008295971,0.0001664811,0.003598675,0.00194171,0.891472],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4937702,"threshold_uncertainty_score":0.7220755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1074625312516515,"score_gpt":0.3217291327992083,"score_spread":0.2142666015475568,"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."}}