{"id":"W4247445711","doi":"10.3138/jvme.31.1.77","title":"Attitudes of Veterinary Medical Students and Medical Students Toward Collaborative Learning: An Experiment","year":2004,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical education; Medicine; Psychology; Positive attitude; Veterinary 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":[0.005774359,0.0003000933,0.0007584649,0.0002960839,0.0004994182,0.00004897587,0.001219995,0.0004793579,0.002439544],"category_scores_gemma":[0.005761015,0.0002446474,0.0001014832,0.0003367015,0.0004131091,0.0007518033,0.0007945899,0.001640973,0.00003510348],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003803186,"about_ca_system_score_gemma":0.007546374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001145444,"about_ca_topic_score_gemma":0.00001027423,"domain_scores_codex":[0.9901965,0.001605366,0.001758927,0.0003568975,0.005633925,0.0004484098],"domain_scores_gemma":[0.9954565,0.0006995181,0.001218514,0.0002676387,0.0008781205,0.001479739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008533782,0.03755121,0.7024488,0.002552245,0.001721527,0.002178693,0.1711513,0.00001494922,0.003004872,0.0006318071,0.01453275,0.05567802],"study_design_scores_gemma":[0.01034037,0.02703593,0.7212232,0.006932767,0.0002235233,0.004132818,0.1303604,0.00002083838,0.00006678651,0.0002178851,0.09880199,0.0006434651],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803097,0.002201006,0.0001125006,0.01318372,0.003466836,0.000400399,0.000002457136,0.00002690627,0.0002964832],"genre_scores_gemma":[0.9896764,0.005404977,0.0009883024,0.002463396,0.001148374,0.0001004835,0.00001366815,0.00003385305,0.0001705443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08426924,"threshold_uncertainty_score":0.9984723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3464688514492871,"score_gpt":0.6087891945556484,"score_spread":0.2623203431063613,"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."}}