{"id":"W2964855943","doi":"10.3389/fvets.2019.00147","title":"Identification of Illness Uncertainty in Veterinary Oncology: Implications for Service","year":2019,"lang":"en","type":"article","venue":"Frontiers in Veterinary Science","topic":"Human-Animal Interaction Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"OVC Pet Trust; Ontario Veterinary College, University of Guelph","keywords":"Thematic analysis; Coping (psychology); Feeling; Psychological intervention; Psychology; Qualitative research; Perception; Medicine; Nursing; Medical education; Social psychology; Clinical psychology","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":[0.0005381486,0.00009295688,0.0001615487,0.0002329417,0.00007459504,0.00001382497,0.0004062541,0.00006595151,0.000003764638],"category_scores_gemma":[0.00009773692,0.00009910097,0.00003642577,0.0004903146,0.00021105,0.00003099705,0.0001858232,0.00006041806,0.000004568934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001192924,"about_ca_system_score_gemma":0.0001519721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002528842,"about_ca_topic_score_gemma":0.00001511339,"domain_scores_codex":[0.9989428,0.0000455849,0.000313632,0.0004043427,0.0000835796,0.0002100827],"domain_scores_gemma":[0.9992928,0.00002279085,0.0001436097,0.0003353007,0.0001751482,0.00003034294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002285221,0.00007476294,0.006934654,0.00004090342,0.000006459804,6.921843e-7,0.0003957024,0.0004589546,0.9892964,0.00009318006,0.0002940607,0.002175693],"study_design_scores_gemma":[0.002338137,0.006965939,0.7771055,0.000127523,0.0000189334,0.0001024851,0.009667166,0.007423604,0.05845736,0.001280319,0.1356761,0.000836927],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966024,0.0001379325,0.001213186,0.0002844156,0.0007804287,0.0003980155,0.00002974636,0.000005597825,0.0005482843],"genre_scores_gemma":[0.9976608,0.00004620905,0.00180769,0.000120871,0.0000235283,0.0001131239,0.00001807521,0.000007397557,0.0002023469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9308391,"threshold_uncertainty_score":0.404122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03399790478060147,"score_gpt":0.3792792144234222,"score_spread":0.3452813096428207,"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."}}