{"id":"W4308753272","doi":"10.7759/cureus.31272","title":"Hacking Intraosseous Infusion Skills Training With 3D Printing: maxSIMIO Drilling System","year":2022,"lang":"en","type":"article","venue":"Cureus","topic":"Soft Robotics and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University; Durham College","funders":"","keywords":"Medicine; Drill; Drilling; Computer hardware; Computer science; Mechanical engineering","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":[0.0001326415,0.0001271734,0.0001434213,0.00004642836,0.0003167156,0.00005007247,0.00017694,0.00003142813,0.00004888875],"category_scores_gemma":[0.000010279,0.0001276908,0.00003118123,0.0002186108,0.00001452178,0.00004764475,0.00007897345,0.0002317284,0.000009873323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001675746,"about_ca_system_score_gemma":0.00002031978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001322426,"about_ca_topic_score_gemma":0.000008469149,"domain_scores_codex":[0.9991981,0.00001208818,0.0001869273,0.0001778284,0.0001766693,0.000248403],"domain_scores_gemma":[0.9995711,0.00005256181,0.00004399783,0.0002477483,0.0000237028,0.00006089507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001993808,0.00002521536,0.0009134182,0.00007118073,0.00004401386,0.00001933125,0.003385212,0.9803574,0.002276503,0.003694312,0.0001128286,0.00909861],"study_design_scores_gemma":[0.0008236712,0.000127356,0.003262667,0.0002655559,0.0001039771,0.0002741084,0.009692785,0.9307361,0.001957194,0.0001718548,0.05161572,0.0009690141],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8743049,0.0004449553,0.1102327,0.00006606421,0.0006198576,0.0004362591,0.00001155144,0.001449837,0.01243388],"genre_scores_gemma":[0.9911834,0.00001134406,0.008445414,0.00002213516,0.0001317823,0.0001007541,0.00001351788,0.00005109072,0.00004055324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1168785,"threshold_uncertainty_score":0.5207079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01092975945995163,"score_gpt":0.1972060221568515,"score_spread":0.1862762626968998,"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."}}