{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006963636,0.0001530614,0.0001392889,0.0003020182,0.00007026365,0.0001241526,0.0001014447,0.0002044827,0.000962429],"category_scores_gemma":[0.0003113505,0.00005013358,0.0001224903,0.0001265955,0.0001240001,0.0001239054,0.0001211041,0.00009265868,0.00007985769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009141071,"about_ca_system_score_gemma":0.00009786227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000876008,"about_ca_topic_score_gemma":0.0004894123,"domain_scores_codex":[0.9999553,0.000009316353,0.000003147583,0.000008139161,0.00001817535,0.000006026522],"domain_scores_gemma":[0.9999449,0.00002283766,0.0000127853,0.000003201669,0.00001160426,0.000004659428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005860853,0.00006783944,0.05552086,0.000455769,0.00009496338,0.00879606,0.0008255962,0.1262244,0.5660377,0.0122418,0.001192352,0.2279565],"study_design_scores_gemma":[0.00003874939,0.0007763817,0.1585021,0.0001254926,0.00004801312,0.008993863,0.0009282833,0.7850134,0.03275321,0.008686036,0.004064781,0.00006973254],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8998529,0.002116329,0.09438454,0.0001389434,0.00004365711,0.00002748961,0.00008085227,0.0001389878,0.00321629],"genre_scores_gemma":[0.9951794,0.000434534,0.003848654,0.00001044621,0.000004673022,0.000006478754,0.00002248752,0.000004646957,0.000488617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000962429,"threshold_uncertainty_score":0.003219664,"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."}}