{"id":"W4399070547","doi":"10.3138/jvme-2023-0153","title":"Third-Year Veterinary Student Academic Encumbrances and Tenacity: Navigating Clinical Skills Curricula and Assessment","year":2024,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Thematic analysis; Curriculum; Medical education; Mindset; Psychology; Mental health; Qualitative research; Medicine; Pedagogy; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004814268,0.0002001673,0.0004567686,0.0001391326,0.0004556966,0.00005133995,0.0002115185,0.0002940779,0.000238581],"category_scores_gemma":[0.001492215,0.0001493693,0.00009847032,0.000205702,0.0002465674,0.0008112471,0.0002871628,0.003136669,0.00002853391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00013498,"about_ca_system_score_gemma":0.001859252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000166344,"about_ca_topic_score_gemma":0.000001051514,"domain_scores_codex":[0.996061,0.001129693,0.001451645,0.000318762,0.0007237279,0.0003151291],"domain_scores_gemma":[0.996449,0.001959079,0.0007358025,0.0001540697,0.0002101765,0.0004918585],"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":[0.0002077069,0.001062768,0.270157,0.001504405,0.0002585591,0.0002146002,0.01497073,4.398717e-7,0.0004458266,0.0008842704,0.0199108,0.6903828],"study_design_scores_gemma":[0.0009435744,0.003745781,0.6819516,0.008566279,0.0001894968,0.00276251,0.02959174,0.000114729,0.000001028945,0.001143842,0.2707052,0.0002841717],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9644441,0.009500779,0.00008340031,0.01648968,0.008201377,0.0002777857,0.000002646083,0.00003723149,0.0009629916],"genre_scores_gemma":[0.9561237,0.03638157,0.002516012,0.00162665,0.003000681,0.00005857104,0.000004125455,0.00002249618,0.0002661755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6900987,"threshold_uncertainty_score":0.9991632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3452761632725136,"score_gpt":0.6486798712401388,"score_spread":0.3034037079676252,"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."}}