{"id":"W4376876090","doi":"10.21203/rs.3.rs-2940480/v1","title":"Capturing head impacts in boxing: a video-based comparison of three wearable sensors","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Canadian Sport Centre Pacific","funders":"","keywords":"Wearable computer; Head (geology); Computer science; Computer graphics (images); Embedded system; Geology","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":[0.0004358721,0.0008131108,0.0007655596,0.001751899,0.0002590295,0.0008367116,0.0006642991,0.001246601,0.002945555],"category_scores_gemma":[0.001715202,0.0002790127,0.0004319087,0.001125469,0.0002845958,0.0006994812,0.0005745898,0.000398512,0.0009041438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002029622,"about_ca_system_score_gemma":0.0002384246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002620553,"about_ca_topic_score_gemma":0.005844392,"domain_scores_codex":[0.9995638,0.00005550923,0.00002384334,0.00009632632,0.0001759486,0.00008461943],"domain_scores_gemma":[0.9992847,0.000180179,0.00006544268,0.0000436832,0.0003528185,0.00007321848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.008794115,0.001086435,0.05515603,0.00210349,0.000649326,0.001294003,0.001130116,0.008993206,0.544394,0.000510731,0.007443402,0.3684451],"study_design_scores_gemma":[0.0003560516,0.005657152,0.6581948,0.0003876317,0.001079273,0.003521121,0.003748752,0.1344502,0.1800855,0.001032245,0.01118318,0.000304236],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9514113,0.00178396,0.03756019,0.0001985061,0.000451863,0.0003259032,0.002750329,0.000939818,0.004578037],"genre_scores_gemma":[0.9718079,0.001159201,0.02208012,0.0001894568,0.0001388173,0.0001431481,0.001930672,0.0001150619,0.002435691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002945555,"threshold_uncertainty_score":0.00985384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3961618517984781,"score_gpt":0.5154411770479714,"score_spread":0.1192793252494933,"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."}}