{"id":"W2619077037","doi":"10.1136/bjsports-2016-097270.123","title":"Classifying invalid baseline scores","year":2017,"lang":"en","type":"article","venue":"British Journal of Sports Medicine","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Baseline (sea); Concussion; Football; Balance (ability); Stepwise regression; Physical therapy; Poison control; Psychology; Medicine; Internal medicine; Injury prevention; Medical emergency","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01537077,0.001204397,0.0007317607,0.006231008,0.0006612562,0.001581173,0.001556911,0.0007123194,0.00278658],"category_scores_gemma":[0.06108791,0.0003230941,0.0009955282,0.002986097,0.0006925566,0.001289872,0.001809461,0.000787681,0.001101145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001348585,"about_ca_system_score_gemma":0.002372993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005482131,"about_ca_topic_score_gemma":0.01083539,"domain_scores_codex":[0.9892107,0.003641571,0.001848736,0.0009314973,0.003580279,0.0007872081],"domain_scores_gemma":[0.9642019,0.009274486,0.01024254,0.002055229,0.0131547,0.001071069],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004256084,0.0001296739,0.9496365,0.0001416617,0.00007309869,0.0001162686,0.0003073522,0.0003687349,0.0005725134,0.0003080433,0.002214725,0.04570575],"study_design_scores_gemma":[0.00007541823,0.001095354,0.9862103,0.0002193336,0.0001084143,0.0007345016,0.0008380419,0.004402425,0.001627386,0.0006840343,0.003952671,0.00005220457],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9262406,0.001272837,0.04896691,0.0005013317,0.0002928279,0.003561189,0.007150786,0.0006410329,0.01137245],"genre_scores_gemma":[0.9472219,0.0003091111,0.04337971,0.0001500753,0.00006734947,0.00193824,0.004976884,0.0000734685,0.001883273],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9846292,"threshold_uncertainty_score":0.08128935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1079056666166976,"score_gpt":0.375116982086015,"score_spread":0.2672113154693174,"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."}}