{"id":"W2125403942","doi":"10.1016/j.wem.2011.08.008","title":"In Reply to Dr Zafren","year":2011,"lang":"en","type":"article","venue":"Wilderness and Environmental Medicine","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Research Manitoba","funders":"","keywords":"Frostbite; Classification scheme; Medicine; Computer science; Surgery; Information retrieval","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004543352,0.0008136398,0.001316941,0.0008302519,0.00195475,0.00223888,0.002346184,0.01952777,0.009513302],"category_scores_gemma":[0.05108299,0.000710812,0.0008432122,0.0008000714,0.002165737,0.004703642,0.001715515,0.02974099,0.006310055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002675649,"about_ca_system_score_gemma":0.003118737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005325821,"about_ca_topic_score_gemma":0.005869002,"domain_scores_codex":[0.9972204,0.000848035,0.0003937798,0.0004010501,0.0008819867,0.0002548619],"domain_scores_gemma":[0.9822756,0.008152923,0.001360934,0.0004275398,0.006262439,0.001520565],"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":[0.0000197704,0.000005962562,0.0002135246,0.00006374974,0.000006132808,0.0004127105,0.0001174602,0.0000191906,0.00005194644,0.0003431489,0.9953246,0.003421733],"study_design_scores_gemma":[0.00002975375,0.00003687658,0.001154774,0.000319621,0.00002226677,0.003572721,0.0009080494,0.0001499905,0.0002758887,0.001594253,0.9918629,0.00007297645],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002831859,0.002919985,0.0001411338,0.9306654,0.06490594,0.00001398155,0.0000593758,0.00004483306,0.0009662636],"genre_scores_gemma":[0.002944347,0.001811206,0.0003038971,0.9561518,0.03369931,0.00004243966,0.00003729305,0.00003371695,0.004975867],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01952777,"threshold_uncertainty_score":0.03182513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01813539903883696,"score_gpt":0.304014821951625,"score_spread":0.285879422912788,"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."}}