{"id":"W4388644202","doi":"10.2460/ajvr.23.10.0231","title":"Variety is the hallmark of a regional college's research program","year":2023,"lang":"en","type":"article","venue":"American Journal of Veterinary Research","topic":"Film in Education and Therapy","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Variety (cybernetics); Biology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.01739052,0.0001091467,0.0003511383,0.0007851027,0.00123549,0.00001937037,0.001020906,0.00007996843,0.0008948473],"category_scores_gemma":[0.0007782548,0.0000712548,0.0001563154,0.004354276,0.002072026,0.0001151145,0.0003095658,0.002630111,0.0002630359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00020008,"about_ca_system_score_gemma":0.00225509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003598435,"about_ca_topic_score_gemma":0.000007406425,"domain_scores_codex":[0.9899985,0.006098525,0.0007602312,0.0002050485,0.002026255,0.0009114238],"domain_scores_gemma":[0.9902705,0.005574614,0.0003948035,0.0005510607,0.002951603,0.0002574039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003494006,0.0008828507,0.009892638,0.0002147581,0.0002694455,0.0001769372,0.03927255,0.000003395532,0.00398238,0.005854558,0.861453,0.07450347],"study_design_scores_gemma":[0.0007171924,0.01099031,0.05273805,0.0003178202,0.000005433445,0.0001398968,0.1093311,0.000114929,0.00003503501,0.002857769,0.8226546,0.00009780886],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9306889,0.0001959705,0.00000637104,0.05888468,0.0004352416,0.0008723875,0.00001952576,0.00002814806,0.0088688],"genre_scores_gemma":[0.9900319,0.001327163,0.001007253,0.0006126731,0.0005554836,0.0001988614,0.000003507123,0.00003638129,0.006226798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07440566,"threshold_uncertainty_score":0.9996709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5719670165620085,"score_gpt":0.6622197518671104,"score_spread":0.0902527353051018,"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."}}