{"id":"W4391789304","doi":"10.24908/cmj.v23i3.17306","title":"Getting to the Root of the Problem","year":2024,"lang":"en","type":"article","venue":"Canadian Military Journal","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Root (linguistics); Computer science; Linguistics; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001102798,0.00007633624,0.0001182861,0.0001898759,0.0002322697,0.00002589497,0.0003174128,0.00003905506,0.0006111474],"category_scores_gemma":[0.0002379379,0.00003847069,0.0001218431,0.000430878,0.00008585403,0.00004831311,0.00003116833,0.0007029506,0.00008245725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003104215,"about_ca_system_score_gemma":0.002133138,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01541809,"about_ca_topic_score_gemma":0.1393195,"domain_scores_codex":[0.9988075,0.00009875711,0.0002596738,0.0001113996,0.0003607274,0.0003619764],"domain_scores_gemma":[0.9989012,0.0001205598,0.00001417804,0.0002961594,0.0001041192,0.0005637317],"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":[0.00004938657,0.00002240317,0.01788342,0.0004431045,0.0003487368,0.0005831755,0.0103561,0.000228005,0.002068293,0.001491986,0.8061862,0.1603392],"study_design_scores_gemma":[0.000415772,0.0003491699,0.2807937,0.002064615,0.0001158845,0.005318807,0.002565157,0.001250385,0.0004203237,0.002439984,0.7040905,0.0001757467],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.771639,0.007286754,0.00005974924,0.2070974,0.0005958658,0.000641239,0.00004436824,0.00001493055,0.01262067],"genre_scores_gemma":[0.9944608,0.00001217348,0.0008212465,0.001661971,0.0004939557,0.000007663981,9.884407e-7,0.00001945861,0.002521788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2629102,"threshold_uncertainty_score":0.9911383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0322331546433787,"score_gpt":0.3005719827419945,"score_spread":0.2683388280986158,"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."}}