{"id":"W4392258761","doi":"10.56885/leop2871","title":"Saving limbs and lives: Building out an Ontario lower limb preservation strategy","year":2022,"lang":"en","type":"article","venue":"Limb Preservation Journal","topic":"Orthopedic Surgery and Rehabilitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Physical medicine and rehabilitation; Lower limb; Medicine; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001643678,0.0001930155,0.0002809854,0.000307582,0.0008218763,0.0001841331,0.0001474772,0.00007379422,0.001583909],"category_scores_gemma":[0.0004633447,0.0001814847,0.0001268437,0.0002487191,0.00005780651,0.002125516,0.0001352233,0.0009590818,0.000003767738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003069142,"about_ca_system_score_gemma":0.0004547049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004446605,"about_ca_topic_score_gemma":0.0009560667,"domain_scores_codex":[0.9975932,0.0003556345,0.0006416244,0.0003436971,0.000742406,0.0003234883],"domain_scores_gemma":[0.9984709,0.000293243,0.0003415598,0.000295653,0.000298455,0.0003001954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004072734,0.002554801,0.8752764,0.0002513956,0.0003174028,0.000265984,0.02406767,0.007822495,0.03996186,0.001053245,0.002934176,0.04142179],"study_design_scores_gemma":[0.002387346,0.01088306,0.8793745,0.0002083928,0.0002023607,0.0008365786,0.006246601,0.006250188,0.0003806302,0.003486448,0.08925455,0.0004893381],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932095,0.0003365296,0.0008679092,0.002432229,0.0008681206,0.000393453,0.000005127241,0.00006739688,0.001819745],"genre_scores_gemma":[0.9855989,0.00007096576,0.002177945,0.0007922096,0.0006518557,0.00004268447,0.0000690475,0.00003416631,0.01056221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08632038,"threshold_uncertainty_score":0.9993288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04723714785759232,"score_gpt":0.2985374058335464,"score_spread":0.2513002579759541,"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."}}