{"id":"W2028935390","doi":"10.3138/jvme.32.2.272","title":"Evaluating Veterinarians’ and Veterinary Students’ Knowledge and Clinical Use of Pulse Oximetry","year":2005,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Anesthesiology; Pulse oximetry; Curriculum; CLARITY; Medical education; Psychology; Anesthesia","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":[],"consensus_categories":[],"category_scores_codex":[0.001674512,0.000192323,0.0004094323,0.0002372957,0.00005123873,0.00005386194,0.0002426798,0.0001829613,0.00006927397],"category_scores_gemma":[0.001437186,0.0001817665,0.00009572066,0.0001638294,0.0001499062,0.0006578808,0.0001735279,0.0004980061,0.000003878974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001161838,"about_ca_system_score_gemma":0.000214378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006116518,"about_ca_topic_score_gemma":6.209613e-7,"domain_scores_codex":[0.9977266,0.0002495846,0.00105726,0.00017657,0.0005809023,0.0002091364],"domain_scores_gemma":[0.9983563,0.00057792,0.0002608264,0.000179406,0.0001899957,0.0004355446],"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":[0.000315711,0.0007951782,0.07009489,0.0004933414,0.0002209639,0.00009184256,0.0009606592,0.00004521052,0.09323752,0.00001622733,0.0003883078,0.8333402],"study_design_scores_gemma":[0.007197456,0.02574773,0.9015684,0.005362167,0.0005800429,0.01605691,0.001747517,0.006091259,0.002782827,0.0002742656,0.03122301,0.001368384],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938423,0.003311593,0.0005163398,0.0001220946,0.002002087,0.0001261233,0.000001571609,0.0000224966,0.00005541009],"genre_scores_gemma":[0.9850754,0.001310408,0.01217986,0.00005027926,0.001323607,0.000005402172,0.000001521431,0.00003406656,0.00001947913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8319718,"threshold_uncertainty_score":0.7412222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1757112333711983,"score_gpt":0.4678725714942896,"score_spread":0.2921613381230913,"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."}}