{"id":"W4394857658","doi":"10.1002/mp.17042","title":"AAPM WGVRTO report 390: A survey of veterinary radiation oncology equipment and infrastructure in 2022","year":2024,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Radiation oncology; Medical physics; Medicine; Quality assurance; Radiation treatment planning; Medical physicist; Radiation therapy; Internal medicine; Pathology","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":[0.003265921,0.0002034636,0.0001746589,0.001892643,0.0005888405,0.000995366,0.0005474498,0.0008591302,0.004976052],"category_scores_gemma":[0.009913141,0.0003022435,0.0002504462,0.003431097,0.0002176515,0.0009925792,0.00104848,0.0005567051,0.002402844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00142779,"about_ca_system_score_gemma":0.00276189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03082841,"about_ca_topic_score_gemma":0.02566912,"domain_scores_codex":[0.9966686,0.0007375238,0.000411826,0.0002695873,0.001450045,0.0004623877],"domain_scores_gemma":[0.9872994,0.002924472,0.004158495,0.0003357859,0.002957351,0.002324525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003851354,0.0001963886,0.9443161,0.0002644185,0.00001567293,0.0002109918,0.003074812,0.00009425039,0.0006347857,0.0001051958,0.02854816,0.02250065],"study_design_scores_gemma":[0.000002927944,0.00009381407,0.977906,0.0001230525,0.000003057592,0.0001835927,0.004189767,0.0000833249,0.0001033342,0.00001818239,0.0172861,0.000006900907],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9445277,0.001595931,0.0008273308,0.005240853,0.0001594812,0.0003881562,0.0281809,0.0001117294,0.01896801],"genre_scores_gemma":[0.9587013,0.003856366,0.001563165,0.00659769,0.0001749599,0.001258652,0.01945487,0.00006120591,0.008331945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03082841,"threshold_uncertainty_score":0.06129795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01575165384366378,"score_gpt":0.3487364348637678,"score_spread":0.332984781020104,"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."}}