{"id":"W3016287983","doi":"10.1096/fasebj.2020.34.s1.02770","title":"Size Matters! Evaluating the Effect of Model Size on Anatomy Learning","year":2020,"lang":"en","type":"article","venue":"The FASEB Journal","topic":"Anatomy and Medical Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Scale (ratio); Cadaveric spasm; Anatomy; Computer science; Medicine; Cartography","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":[0.007396353,0.0006905,0.0006549135,0.0004102489,0.0004193204,0.001234781,0.001472834,0.001196863,0.007838062],"category_scores_gemma":[0.0733288,0.0004720528,0.001085416,0.0002934909,0.001572354,0.002567224,0.001471145,0.001497527,0.0009575781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000490243,"about_ca_system_score_gemma":0.0007574203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006388497,"about_ca_topic_score_gemma":0.001174209,"domain_scores_codex":[0.9922268,0.003512631,0.0006178506,0.001010497,0.002342462,0.0002896979],"domain_scores_gemma":[0.8851636,0.09414545,0.008647894,0.006034218,0.00280645,0.003202426],"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":[0.05140444,0.04027166,0.3138659,0.002358178,0.001395801,0.0004913604,0.0065704,0.01239498,0.1308676,0.004874021,0.006430162,0.4290757],"study_design_scores_gemma":[0.003928124,0.1306342,0.7395867,0.0008644779,0.002000629,0.0005453115,0.003460224,0.01968873,0.06937207,0.01327601,0.01634674,0.000296768],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875733,0.0003615798,0.004362489,0.0007209027,0.0001528879,0.0004357664,0.0001439698,0.0001026019,0.006146314],"genre_scores_gemma":[0.9836528,0.0002615649,0.01209212,0.0003723637,0.00005655088,0.001030834,0.0001339142,0.00009752608,0.002302236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007838062,"threshold_uncertainty_score":0.03911614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01657273526247554,"score_gpt":0.2764178036183346,"score_spread":0.259845068355859,"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."}}