{"id":"W4232375448","doi":"10.1055/s-00032321","title":"Current Research: Concussion","year":2019,"lang":"en","type":"paratext","venue":"Current research. Concussion","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Concussion; Environmental science; Medicine; Medical emergency; Poison control; Injury prevention","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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"category_scores_codex":[0.0173254,0.001431511,0.002699266,0.005784588,0.001544514,0.000708593,0.002805354,0.00179811,0.03040697],"category_scores_gemma":[0.006345951,0.001000948,0.000938446,0.004408482,0.003151108,0.0004447164,0.003999156,0.02454745,0.2114078],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003319941,"about_ca_system_score_gemma":0.009860022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001446327,"about_ca_topic_score_gemma":0.000008997977,"domain_scores_codex":[0.9669445,0.007283989,0.002217999,0.003572217,0.01464907,0.005332205],"domain_scores_gemma":[0.9812265,0.004913918,0.0005033599,0.004697479,0.005757086,0.002901649],"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":[0.001380692,0.0009692092,0.0002295786,0.006529164,0.0001274803,0.00006304161,0.0004468937,0.000001890657,0.001978479,0.0005456632,0.7361626,0.2515653],"study_design_scores_gemma":[0.004771911,0.002072469,0.001035319,0.02399717,0.00006821148,0.00006532666,0.0004463617,0.0004510622,0.002014962,0.0004305891,0.9636622,0.000984402],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03571689,0.3266456,0.0006224918,0.02191644,0.06362215,0.0400928,0.002487046,0.0009089893,0.5079876],"genre_scores_gemma":[0.1512516,0.09470092,0.0002538095,0.000145632,0.0153539,0.002851998,0.01088277,0.001263866,0.7232955],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2505809,"threshold_uncertainty_score":0.9998435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4363907188507215,"score_gpt":0.5442205947244333,"score_spread":0.1078298758737118,"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."}}