{"id":"W3170095683","doi":"10.3138/jvme-2020-0137","title":"Development and Validation of a Three-Dimensional Printed Training Model to Teach Ultrasound-Guided Injections of the Cervical Articular Process Joints in Horses","year":2021,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Equine Medical Research","field":"Veterinary","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Face validity; Construct validity; Content validity; Medicine; Likert scale; Grading (engineering); Physical therapy; Construct (python library); Medical physics; Process (computing); Surgery; Computer science; Mathematics; Psychometrics; Statistics; Patient satisfaction; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.00449306,0.0007133506,0.0003543818,0.001191964,0.0003478987,0.0009768584,0.001327369,0.00114387,0.001678195],"category_scores_gemma":[0.006786081,0.0004441735,0.001153272,0.0003260744,0.0007246321,0.000696588,0.0009365514,0.0006482633,0.0006282877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007716328,"about_ca_system_score_gemma":0.001623411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00193061,"about_ca_topic_score_gemma":0.00352645,"domain_scores_codex":[0.997438,0.0005700531,0.0002166996,0.00021741,0.00142895,0.0001288704],"domain_scores_gemma":[0.9967747,0.0009116589,0.0004203102,0.0004273744,0.001150589,0.000315347],"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":[0.0006301801,0.004832544,0.02004847,0.001565027,0.0001429351,0.001197225,0.003788646,0.05247642,0.6591927,0.001662713,0.00188694,0.2525763],"study_design_scores_gemma":[0.000384671,0.05421206,0.1014734,0.001838562,0.0009400172,0.00574148,0.003044724,0.185145,0.5759617,0.001333116,0.06938913,0.0005360952],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8582342,0.0006906111,0.1349843,0.0003969285,0.0002036422,0.001724815,0.0002930077,0.0004248646,0.003047738],"genre_scores_gemma":[0.7033312,0.001043602,0.2909775,0.0001509096,0.00003253183,0.0007787241,0.0005431084,0.0001025486,0.003039828],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.00449306,"threshold_uncertainty_score":0.02376187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2074081915596898,"score_gpt":0.4397690619372684,"score_spread":0.2323608703775786,"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."}}