{"id":"W4405432934","doi":"10.48550/arxiv.2412.09809","title":"Piercing soft solids: A mechanical theory for needle insertion","year":2024,"lang":"","type":"preprint","venue":"arXiv (Cornell University)","topic":"Tattoo and Body Piercing Complications","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Imperial College London","keywords":"Soft tissue; Medicine; Surgery","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005656476,0.0009308911,0.0008419253,0.001388956,0.001306579,0.002313252,0.001999761,0.00348234,0.006076353],"category_scores_gemma":[0.001273092,0.000695523,0.00120218,0.0006910086,0.004000899,0.002905849,0.002281358,0.002061649,0.001475948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001219655,"about_ca_system_score_gemma":0.000650606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001072313,"about_ca_topic_score_gemma":0.0006057626,"domain_scores_codex":[0.999443,0.00008704602,0.00002763528,0.0001053445,0.0002618686,0.00007504551],"domain_scores_gemma":[0.9996476,0.0001477387,0.00006377311,0.00005104774,0.0000465014,0.00004332981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002066036,0.00003262377,0.0002507149,0.0001914904,0.00001167277,0.0003572891,0.0003089262,0.07184352,0.0128655,0.9012758,0.0007507784,0.0120911],"study_design_scores_gemma":[0.000020025,0.00009650108,0.0003178057,0.00006775527,0.00001111508,0.0004897244,0.0002139735,0.5973541,0.002681643,0.389662,0.009023876,0.00006165935],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03573155,0.002811568,0.9169756,0.001234459,0.0003943811,0.0001172955,0.00008316367,0.0002152262,0.04243676],"genre_scores_gemma":[0.7599941,0.005800596,0.1759371,0.001056897,0.0007940675,0.0005183186,0.0002243957,0.0004949968,0.05517948],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006076353,"threshold_uncertainty_score":0.02032745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1180162599489699,"score_gpt":0.2420689369414861,"score_spread":0.1240526769925162,"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."}}