{"id":"W4389341673","doi":"10.15866/irecos.v18i2.24411","title":"Vibration Analysis of Shaken Baby Syndrome","year":2023,"lang":"en","type":"article","venue":"International Review on Computers and Software (IRECOS)","topic":"Child Abuse and Related Trauma","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Shaken baby syndrome; Impulse (physics); Head trauma; Displacement (psychology); Vibration; Computer science; Head (geology); Mechanics; Child abuse; Acoustics; Physics; Physical medicine and rehabilitation; Simulation; Poison control; Medicine; Surgery; Injury prevention; Psychology; Medical emergency; Classical mechanics; Geology; Psychoanalysis","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000167456,0.000111077,0.0004202068,0.0003829469,0.00003332114,0.00001440575,0.00009569414,0.00005139264,0.0001985227],"category_scores_gemma":[0.00008406398,0.00008515465,0.0002339202,0.0006821202,0.00002492325,0.00005672006,0.00004103353,0.000109809,0.00006106745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002804744,"about_ca_system_score_gemma":0.00002094195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001179874,"about_ca_topic_score_gemma":0.000006375114,"domain_scores_codex":[0.999019,0.00002408522,0.0003396877,0.0002245789,0.0002962016,0.00009647467],"domain_scores_gemma":[0.999386,0.0001748009,0.0001157563,0.0001589565,0.00009324518,0.00007130488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00009385384,0.000346487,0.04035101,0.001344241,0.007744232,0.0003858985,0.0002713417,0.001127411,0.0000339556,0.001452687,0.03746193,0.9093869],"study_design_scores_gemma":[0.001712183,0.000527235,0.8722852,0.01455247,0.003043243,0.0002596061,0.00001674506,0.03859284,0.00004260791,0.0002953695,0.06826878,0.0004036579],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9649801,0.01178042,0.007249281,0.0113202,0.001513934,0.0008252335,0.0001278386,0.0003812791,0.001821755],"genre_scores_gemma":[0.9046365,0.08517019,0.002039164,0.006259394,0.0001288604,0.00001963386,0.001095245,0.00002744854,0.0006235715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9089833,"threshold_uncertainty_score":0.3472506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01753984541212229,"score_gpt":0.2891845570196872,"score_spread":0.2716447116075649,"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."}}