{"id":"W4394952356","doi":"10.56885/mfgt6621","title":"Limb Preservation Alliance: Behind A New Global Initiative In Limb Preservation Education, Advocacy and Awareness","year":2024,"lang":"en","type":"article","venue":"Limb Preservation Journal","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Alliance; Political science; Public relations; Medicine; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.03153422,0.0007267635,0.0004900703,0.001371907,0.00715684,0.01279727,0.001556372,0.009181848,0.01814032],"category_scores_gemma":[0.01786203,0.0003863322,0.0006482509,0.001786488,0.006014997,0.00927128,0.01407787,0.01500646,0.005275803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006027894,"about_ca_system_score_gemma":0.08780108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006944864,"about_ca_topic_score_gemma":0.01647287,"domain_scores_codex":[0.9880714,0.003276352,0.000615076,0.0007206599,0.004073399,0.003242979],"domain_scores_gemma":[0.927669,0.0079042,0.002605875,0.002375971,0.009859824,0.04958512],"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":[0.0001420899,0.0005646108,0.005983887,0.0004113311,0.00002719206,0.0004085908,0.004095745,0.0001278106,0.0009790466,0.08748612,0.6766422,0.2231313],"study_design_scores_gemma":[0.00007768669,0.0001486924,0.003145383,0.0007219577,0.00001636155,0.000337455,0.004656855,0.0001352711,0.0003449591,0.01295497,0.9774261,0.00003425184],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00702457,0.008074933,0.003991752,0.9218755,0.01498524,0.0002044279,0.0001798707,0.0003485671,0.04331515],"genre_scores_gemma":[0.1755743,0.02011203,0.04541692,0.5474447,0.01102708,0.0009108671,0.001654466,0.0007127791,0.1971469],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03153422,"threshold_uncertainty_score":0.1667708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02377800332585056,"score_gpt":0.2831749593361383,"score_spread":0.2593969560102877,"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."}}