{"id":"W2323637486","doi":"10.3357/asem.3073.2011","title":"Challenges in Aerospace Medicine Education","year":2011,"lang":"en","type":"article","venue":"Aviation Space and Environmental Medicine","topic":"Spaceflight effects on biology","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of California, San Francisco; Northern California Institute for Research and Education","keywords":"Aerospace; Field (mathematics); Engineering ethics; Space (punctuation); Medicine; Engineering; Computer science; Aerospace engineering","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":[0.01872165,0.0004330526,0.0005363374,0.001191408,0.008277773,0.00868981,0.002390955,0.01466579,0.01804259],"category_scores_gemma":[0.03982178,0.0002715326,0.0008536739,0.0008058797,0.007673623,0.007479172,0.008481653,0.02080162,0.003502916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007289115,"about_ca_system_score_gemma":0.02566804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01491553,"about_ca_topic_score_gemma":0.04091172,"domain_scores_codex":[0.9825148,0.009253853,0.001277666,0.001113646,0.003801847,0.002038099],"domain_scores_gemma":[0.9433891,0.02662423,0.002099073,0.001079093,0.01075016,0.01605841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004649143,0.0002244829,0.004257362,0.001319895,0.00004200892,0.001181553,0.008715257,0.0008135053,0.0003790582,0.1069612,0.649027,0.2270322],"study_design_scores_gemma":[0.00002499013,0.0001016626,0.003502043,0.002483076,0.00001416144,0.001384209,0.01810086,0.0003493123,0.0001403151,0.05153811,0.9222912,0.00007013395],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0008258083,0.00932972,0.0003285557,0.9799706,0.004318492,0.000007465961,0.00001214972,0.00001076147,0.00519649],"genre_scores_gemma":[0.1100868,0.0498013,0.004879151,0.7848318,0.02842422,0.0001267949,0.00008177084,0.00006163152,0.02170658],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01872165,"threshold_uncertainty_score":0.09901077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05360161451326067,"score_gpt":0.2771088799163189,"score_spread":0.2235072654030582,"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."}}