{"id":"W1990663435","doi":"10.3138/jvme.30.3.285","title":"The Proposed Use of “Participatory Video” Techniques in Undergraduate Veterinary Education","year":2003,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Veterinary education; Citizen journalism; Medical education; Veterinary medicine; Medicine; Curriculum; Psychology; Computer science; Pedagogy; World Wide Web","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":[0.01354873,0.0004201499,0.0001199744,0.0009906844,0.001953295,0.002304142,0.001857535,0.002264059,0.005124657],"category_scores_gemma":[0.02201084,0.000205765,0.000455786,0.0005528348,0.002686213,0.002234726,0.003194903,0.001816654,0.0009951717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001005535,"about_ca_system_score_gemma":0.006265204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002017268,"about_ca_topic_score_gemma":0.005343674,"domain_scores_codex":[0.988612,0.008323926,0.0002951298,0.0005736726,0.001638413,0.0005569505],"domain_scores_gemma":[0.9848846,0.006975563,0.001061935,0.0012413,0.003887298,0.001949333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003995496,0.001532739,0.008175073,0.001421814,0.00002906717,0.0005922365,0.025866,0.001100729,0.02103905,0.08453388,0.02552538,0.8297844],"study_design_scores_gemma":[0.0007478083,0.009363811,0.03955437,0.002798755,0.000227689,0.005027325,0.04185025,0.01885816,0.06585561,0.06671415,0.7485852,0.0004168699],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1659101,0.001825013,0.5366322,0.09223132,0.002678698,0.007470061,0.0002331586,0.001412073,0.1916074],"genre_scores_gemma":[0.6279891,0.0009135499,0.3413058,0.004659707,0.000332505,0.002928212,0.00008998435,0.0000555252,0.02172564],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01354873,"threshold_uncertainty_score":0.07165343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4827366863054881,"score_gpt":0.5631420056522208,"score_spread":0.08040531934673273,"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."}}