{"id":"W2064327552","doi":"10.3138/jvme.31.3.295","title":"Learning Basic Science Alongside Veterinary Students: Creating an Interactive Classroom","year":2004,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mentorship; Curriculum; Professional development; Medical education; Faculty development; Psychology; Sociology; Pedagogy; 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":[],"consensus_categories":[],"category_scores_codex":[0.001277109,0.0001293583,0.0001808626,0.0001066583,0.0005089796,0.0001451814,0.0006522641,0.00006009912,0.0005182454],"category_scores_gemma":[0.002303137,0.00006241515,0.00006524589,0.0007303397,0.0002658196,0.001295935,0.0001698271,0.0004116195,0.00002921821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000369415,"about_ca_system_score_gemma":0.0008053813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001058892,"about_ca_topic_score_gemma":0.00000765449,"domain_scores_codex":[0.9978248,0.0001131716,0.0004808288,0.0002199356,0.001135885,0.000225335],"domain_scores_gemma":[0.9981998,0.0001955708,0.0004398831,0.00005511554,0.0008341476,0.0002755083],"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":[0.0007128144,0.009405133,0.0470989,0.00005368745,0.0001734103,0.0003063789,0.01342476,0.0002760297,0.2848582,0.002250369,0.001195109,0.6402452],"study_design_scores_gemma":[0.000766643,0.0115053,0.9146612,0.0008380357,0.00004440001,0.00333755,0.04185455,0.00004862658,0.0006738549,0.001472925,0.02440693,0.000389963],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946026,0.00007640335,0.0000162676,0.002970015,0.001386613,0.00008614377,0.000001248533,0.00002066717,0.0008400178],"genre_scores_gemma":[0.997211,0.00004380946,0.001083803,0.0005237468,0.001004611,0.0000100125,0.0000128514,0.000001662922,0.0001084903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8675623,"threshold_uncertainty_score":0.5674424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07269248454165761,"score_gpt":0.390422695695255,"score_spread":0.3177302111535974,"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."}}