{"id":"W2070358195","doi":"10.3138/jvme.33.3.373","title":"Future Directions in Reptile Medical Education","year":2006,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Poxvirus research and outbreaks","field":"Immunology and Microbiology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"American Association of Zoo Veterinarians","keywords":"Specialty; Accreditation; Medical education; Popularity; Veterinary medicine; Medicine; Psychology; Family medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008847227,0.00009773554,0.0002032821,0.0003259304,0.00007973031,0.00001210069,0.0002765476,0.0003439932,0.005105261],"category_scores_gemma":[0.001420078,0.00007896537,0.0000889292,0.0002472953,0.0001355856,0.0001773649,0.00004006196,0.0007936507,0.0001019881],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001483479,"about_ca_system_score_gemma":0.006001771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003643057,"about_ca_topic_score_gemma":0.0001363906,"domain_scores_codex":[0.9985074,0.0003159533,0.0005517718,0.0001298674,0.0002585837,0.0002364419],"domain_scores_gemma":[0.9992486,0.00009601995,0.0001906452,0.0001367915,0.0001761614,0.0001517663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004453773,0.004116511,0.005523193,0.00004585377,0.00004384407,0.00008200471,0.0004057894,5.612751e-7,0.01007767,0.0009395164,0.2667602,0.7115595],"study_design_scores_gemma":[0.0007758624,0.0004371369,0.06476539,0.000264776,0.00001049016,0.004435816,0.0004512739,0.000005561234,0.0003082815,0.0005024328,0.9279509,0.00009207524],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.962897,0.01361418,0.00003177131,0.01329232,0.006378147,0.0000963806,0.000002011439,0.00001449409,0.003673679],"genre_scores_gemma":[0.9929723,0.001692872,0.000147123,0.0008986051,0.001919935,0.00001974551,0.00005733487,0.00001084089,0.002281202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7114674,"threshold_uncertainty_score":0.9996333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02139427997364252,"score_gpt":0.3560977719913167,"score_spread":0.3347034920176742,"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."}}