{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004829354,0.0003102074,0.000256572,0.0002946136,0.0001370977,0.0005242208,0.0003288006,0.0002694141,0.0001449239],"category_scores_gemma":[0.0003519429,0.0003122111,0.00007609683,0.0009487023,0.00004455463,0.003893263,0.00005691097,0.0006443329,0.0000272896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004093896,"about_ca_system_score_gemma":0.0009492277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001946294,"about_ca_topic_score_gemma":0.0001521875,"domain_scores_codex":[0.9979044,0.00008356551,0.0007277183,0.0003593483,0.0005079952,0.0004169564],"domain_scores_gemma":[0.9988909,0.0001637629,0.0001025627,0.0002579392,0.0002473035,0.0003375266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0005515988,0.001275233,0.1642784,0.007620575,0.0008405868,0.0000675818,0.0367447,0.1041539,0.0054014,0.01443658,0.4471789,0.2174506],"study_design_scores_gemma":[0.001042992,0.0002960783,0.5009159,0.001611735,0.00008438677,0.0001160962,0.000707813,0.2648477,0.0004299376,0.03319449,0.1959521,0.0008007358],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9084223,0.01247861,0.05759167,0.01236896,0.005361171,0.0007579367,0.00003472116,0.0006266252,0.002358028],"genre_scores_gemma":[0.9858994,0.003566765,0.004519837,0.0004554092,0.002838853,0.0001582948,0.0003289199,0.00008619462,0.002146325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3366376,"threshold_uncertainty_score":0.999933,"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."}}