{"id":"W4386209468","doi":"10.1002/ase.2333","title":"Exploring effectiveness in brain removal techniques: A comparison of approaches","year":2023,"lang":"en","type":"article","venue":"Anatomical Sciences Education","topic":"Anatomy and Medical Technology","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Synaptive (Canada)","funders":"","keywords":"Calvaria; Brainstem; Psychology; Spinal cord; Dissection (medical); Medicine; Neuroscience; Surgery; Biology","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":[0.006422173,0.0005968459,0.0007813798,0.00175839,0.0003222162,0.0007622176,0.0007442548,0.0006809147,0.001903448],"category_scores_gemma":[0.03050763,0.0002623523,0.0009668943,0.0006365214,0.0006627748,0.001387046,0.0009902696,0.00065834,0.0004056805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005490815,"about_ca_system_score_gemma":0.0006974785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003967745,"about_ca_topic_score_gemma":0.0009514467,"domain_scores_codex":[0.9910713,0.003338175,0.001416276,0.000568549,0.003208311,0.0003973442],"domain_scores_gemma":[0.968909,0.02304667,0.00408094,0.0009454984,0.001978846,0.001039099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.05720721,0.01292163,0.07583652,0.004859701,0.002787043,0.0003336067,0.004205839,0.004082896,0.04008958,0.0007412022,0.0010742,0.7958605],"study_design_scores_gemma":[0.003479169,0.2985369,0.6362057,0.001272614,0.002741955,0.001600519,0.007119698,0.006932354,0.02863604,0.001656144,0.01158453,0.000234265],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893751,0.003461138,0.003636451,0.000148826,0.00008416983,0.0004451737,0.0001167956,0.00005389089,0.002678395],"genre_scores_gemma":[0.9784173,0.003198531,0.01589779,0.0001383245,0.0001402337,0.000695417,0.0002002243,0.00005845037,0.001253696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006422173,"threshold_uncertainty_score":0.0339641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1405819970270212,"score_gpt":0.3465400233968308,"score_spread":0.2059580263698096,"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."}}