{"id":"W4413053974","doi":"10.1016/j.yasa.2025.06.013","title":"Clinical Communication Tools for Contextualizing Spectrum of Care","year":2025,"lang":"en","type":"article","venue":"Advances in Small Animal Care","topic":"Empathy and Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Ontario Veterinary College, University of Guelph","keywords":"Spectrum (functional analysis); Computer science; Psychology; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.000199764,0.0000820127,0.000320447,0.00006602869,0.0000411675,0.000006360493,0.0001254294,0.0001024384,0.00001136164],"category_scores_gemma":[0.001340338,0.00007544577,0.0001074844,0.0001550812,0.0001208775,0.0001278296,0.00003896071,0.0001955761,0.000001076975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008736049,"about_ca_system_score_gemma":0.0002035977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003077746,"about_ca_topic_score_gemma":0.0007806157,"domain_scores_codex":[0.9991161,0.00005341322,0.0004331679,0.0001828484,0.00007401867,0.0001405144],"domain_scores_gemma":[0.9987741,0.0005901018,0.00009881663,0.0002653263,0.0002210384,0.00005057597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.002897625,0.0003714657,0.2019034,0.00454399,0.00005030736,0.000005830303,0.05273063,0.00001294732,0.0003832312,0.04231592,0.0002242382,0.6945603],"study_design_scores_gemma":[0.006349219,0.003110067,0.1939489,0.004128243,0.000241926,0.000004737713,0.6385552,0.00007873261,0.007632791,0.002749053,0.142916,0.0002851168],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9119768,0.07065354,0.0004398316,0.0009673469,0.0003496729,0.000734721,0.00002199853,0.0000287412,0.01482733],"genre_scores_gemma":[0.9922505,0.002303843,0.004539278,0.0005366161,0.00008639576,0.00006620304,0.0001375498,0.000007370711,0.00007227081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6942753,"threshold_uncertainty_score":0.3076589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04965674730640252,"score_gpt":0.4280737599215562,"score_spread":0.3784170126151536,"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."}}