{"id":"W2941837125","doi":"10.3138/jvme.1017-147r1","title":"Early and Increased Training in Veterinary Radiology Increases Student Interest in the Specialty But May Provide Little Short-Term Gain in Radiology Knowledge","year":2019,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Radiology practices and education","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Specialty; Radiology; Curriculum; Medicine; Medical education; Training (meteorology); Psychology; Pathology","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":[0.001241199,0.0002425222,0.0002604369,0.0003752167,0.000252499,0.0006698837,0.0003362426,0.0005628751,0.006378087],"category_scores_gemma":[0.004334001,0.000138808,0.0003324033,0.0002082172,0.0002572342,0.0004331172,0.001016818,0.0007152529,0.0008076167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002334134,"about_ca_system_score_gemma":0.0007515588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003189557,"about_ca_topic_score_gemma":0.001022698,"domain_scores_codex":[0.9991363,0.0002345053,0.00004278584,0.00007866098,0.0003134035,0.0001944341],"domain_scores_gemma":[0.9928849,0.002063275,0.001349069,0.0002479819,0.0004168417,0.003037896],"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":[0.002559698,0.049592,0.3605039,0.0009612914,0.0001767781,0.0005463737,0.001460368,0.0008993073,0.1049068,0.0004894168,0.002350839,0.4755533],"study_design_scores_gemma":[0.0001073653,0.02344998,0.9616885,0.000126286,0.0000490657,0.000438307,0.0007554759,0.000375755,0.009562003,0.0002683071,0.003154175,0.0000247121],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977177,0.0001064815,0.0002388147,0.0001958499,0.00002101967,0.00003071005,0.00001411746,0.00001385244,0.001661327],"genre_scores_gemma":[0.9954759,0.0002366469,0.002051154,0.0002021081,0.00004641195,0.00004106733,0.00005376543,0.000003921373,0.001889004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006378087,"threshold_uncertainty_score":0.02133679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1155089487261366,"score_gpt":0.417951751939578,"score_spread":0.3024428032134414,"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."}}