{"id":"W2562223528","doi":"10.1136/vr.i6682","title":"Leading a global veterinary community","year":2016,"lang":"en","type":"article","venue":"Veterinary Record","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Veterinary medicine; Political science; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0100822,0.000919984,0.0006035785,0.002709065,0.009148103,0.01545441,0.001565541,0.008419544,0.06191054],"category_scores_gemma":[0.0135238,0.0004126352,0.0005317374,0.002547432,0.006508634,0.00940482,0.014328,0.009128811,0.01626441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004501712,"about_ca_system_score_gemma":0.03216617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01194136,"about_ca_topic_score_gemma":0.03030833,"domain_scores_codex":[0.9879178,0.003568847,0.0002891366,0.0009716646,0.003903158,0.003349445],"domain_scores_gemma":[0.9466111,0.002335996,0.001186708,0.001131628,0.009194984,0.03953963],"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":[0.00002285969,0.0001120088,0.002916229,0.0002017206,0.00001427306,0.0003506069,0.002938422,0.00004642575,0.0006075605,0.0181294,0.8944798,0.08018081],"study_design_scores_gemma":[0.000006600571,0.00002763895,0.0009875755,0.0001976214,0.000003004622,0.0001306017,0.003641982,0.00002125079,0.00003642793,0.002065948,0.992873,0.000008374484],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005152415,0.02370141,0.001264405,0.76635,0.04277026,0.00007975772,0.0001651933,0.0002999069,0.1602166],"genre_scores_gemma":[0.1016433,0.04516849,0.005211777,0.4640737,0.02922248,0.0001697711,0.0008212075,0.0004813796,0.3532079],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06191054,"threshold_uncertainty_score":0.2071114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4998727012012386,"score_gpt":0.536807593089971,"score_spread":0.03693489188873239,"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."}}