{"id":"W4319989875","doi":"10.1370/afm.21.s1.3465","title":"Family Physicians’ Mental Models of Symptom Management in Cirrhosis Care","year":2023,"lang":"en","type":"article","venue":"","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; CLARITY; Context (archaeology); Specialty; Audit; Family medicine; Nursing; Business","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":[0.00798643,0.0002138429,0.000138158,0.0008194899,0.002996122,0.002754118,0.000809354,0.0009425329,0.001139392],"category_scores_gemma":[0.0129613,0.0002530772,0.0003902432,0.0005539256,0.006363821,0.002231578,0.001897877,0.001342717,0.00007578926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00793006,"about_ca_system_score_gemma":0.008967023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06928033,"about_ca_topic_score_gemma":0.0659757,"domain_scores_codex":[0.9955989,0.003119309,0.0001228532,0.0001648442,0.0005101789,0.0004838578],"domain_scores_gemma":[0.9940807,0.002899472,0.001015942,0.0002607057,0.0006691866,0.001073987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006031589,0.000172636,0.1843622,0.00019611,0.00004797726,0.0007064074,0.7773648,0.0009623907,0.0008980963,0.01201947,0.003733219,0.01947641],"study_design_scores_gemma":[0.00004756262,0.0001947395,0.1416469,0.0004427134,0.00004926918,0.001075048,0.8229301,0.00252373,0.0004429045,0.01160172,0.0189463,0.0000990043],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772609,0.0005544543,0.002249507,0.01116171,0.00003148629,0.00008400877,0.00005523908,0.00001516812,0.008587733],"genre_scores_gemma":[0.9985469,0.0001137746,0.0006913266,0.0004103009,0.000004048903,0.00001588498,0.00001596592,0.000001247479,0.0002004892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06928033,"threshold_uncertainty_score":0.1377541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1261526011476321,"score_gpt":0.4031356828323598,"score_spread":0.2769830816847276,"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."}}