{"id":"W4323074242","doi":"10.1080/00085030.2023.2169478","title":"Accuracy of impact angle determinations from bullet holes in drywall panels","year":2023,"lang":"en","type":"article","venue":"Canadian Society of Forensic Science Journal","topic":"Occupational Health and Performance","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"University of Ontario Institute of Technology","keywords":"Projectile; Ammunition; Angle of incidence (optics); Incidence (geometry); Materials science; Caliber; Optics; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.002113729,0.0006025608,0.0004334598,0.001326972,0.0007758345,0.001222541,0.0007924383,0.000784133,0.001905268],"category_scores_gemma":[0.006294153,0.0005551578,0.0003083178,0.00101524,0.0009784894,0.0006303702,0.001247529,0.0007623066,0.0008589006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004549513,"about_ca_system_score_gemma":0.0004164417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003900187,"about_ca_topic_score_gemma":0.009636947,"domain_scores_codex":[0.9959925,0.000372255,0.0002459891,0.0006998308,0.002376642,0.0003128064],"domain_scores_gemma":[0.9958767,0.001141934,0.0009672873,0.0005817303,0.001343204,0.00008921438],"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":[0.0005585307,0.00006338886,0.07764402,0.0001775384,0.0000485927,0.0002184707,0.00110878,0.001575958,0.8691749,0.0003111168,0.0002787118,0.04883992],"study_design_scores_gemma":[0.00001853793,0.0009023739,0.3340106,0.0001414872,0.0001020454,0.0008529257,0.001931845,0.006750687,0.6499727,0.0004982911,0.004716421,0.0001021788],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9739129,0.0009211437,0.02091033,0.00004215798,0.00007001724,0.00006490565,0.000306446,0.0001412962,0.003630833],"genre_scores_gemma":[0.9776564,0.0005694309,0.01936324,0.0000419868,0.00001034875,0.00004581876,0.0003297248,0.00004568813,0.00193737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003900187,"threshold_uncertainty_score":0.01117861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07905976744782447,"score_gpt":0.4354252989495178,"score_spread":0.3563655315016933,"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."}}