{"id":"W4400546079","doi":"10.7202/1112071ar","title":"Letter to the Editor","year":2024,"lang":"en","type":"letter","venue":"Archivaria","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"History","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":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004906932,0.0002252698,0.0002371301,0.000120966,0.0008565812,0.00004070254,0.000427584,0.0003026117,0.0008873097],"category_scores_gemma":[0.000257589,0.0001347851,0.0000952367,0.0001579654,0.00003903711,0.0000616675,0.0005256423,0.005266257,0.06299059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006315733,"about_ca_system_score_gemma":0.0002572541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001842743,"about_ca_topic_score_gemma":0.000006954358,"domain_scores_codex":[0.9977356,0.0006752157,0.0003518008,0.0003824157,0.0002881065,0.0005668742],"domain_scores_gemma":[0.9969065,0.002178743,0.000108199,0.0006969262,0.0000568479,0.0000528417],"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":[0.000009831285,0.000005027661,0.00001547369,0.0002272835,0.00009545066,0.00005908416,0.007677878,1.481925e-7,0.000003287673,0.0006816253,0.990943,0.0002819434],"study_design_scores_gemma":[0.00004560108,0.00003742497,0.0002032193,0.0001967644,0.00008234935,0.000003522969,0.0002873064,0.000001162933,1.118154e-7,0.002732813,0.9962475,0.0001621744],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000008479364,0.0001217271,0.00007961639,0.8066095,0.06743311,0.0005655285,0.00006795964,0.00009686739,0.1250172],"genre_scores_gemma":[0.00005356585,0.0000287265,0.0002172643,0.619252,0.2997854,0.0005491087,0.00006375708,0.00004338615,0.08000677],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2323523,"threshold_uncertainty_score":0.9970286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.202324147746574,"score_gpt":0.478461037064052,"score_spread":0.276136889317478,"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."}}