{"id":"W6997022114","doi":"","title":"Towards Embracing Clinical Uncertainty: Lessons from Social Work, Optometry and Medicine","year":2011,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Social Work Education and Practice","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Distrust; Acknowledgement; Rhetoric; Identity (music); Health care; Professional boundaries; Social work; Apprenticeship","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002047183,0.0002287782,0.0004078087,0.000280248,0.001942737,0.0001945714,0.0006750955,0.0004729235,0.0007244498],"category_scores_gemma":[0.001025765,0.0002552938,0.0001201949,0.001629059,0.000918503,0.001369466,0.0002307797,0.0008767745,0.0002175817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002122536,"about_ca_system_score_gemma":0.0003514828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003742404,"about_ca_topic_score_gemma":0.00340891,"domain_scores_codex":[0.9965073,0.001558942,0.0003383006,0.0005661887,0.0005572497,0.0004720014],"domain_scores_gemma":[0.9976346,0.001069292,0.000329066,0.0002623755,0.0002441229,0.0004605791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001608098,0.0001006101,0.9602456,0.000006179231,0.00009105241,0.0000402186,0.02557736,8.508854e-8,0.000005311121,0.005222154,0.00004103877,0.008509558],"study_design_scores_gemma":[0.0007522663,0.00004217924,0.9061306,0.00005506441,0.0001568888,7.402041e-7,0.02157941,2.117859e-8,0.000009667608,0.002133027,0.06885555,0.0002846593],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.967669,0.0001141113,0.0002454459,0.01189067,0.003850776,0.0001863591,0.00001184527,0.0001702618,0.01586154],"genre_scores_gemma":[0.9881032,0.0001577312,0.0001116044,0.0008535061,0.002802919,0.000001021174,0.00001443214,0.00002541635,0.007930139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06881451,"threshold_uncertainty_score":0.9999899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3163033253058237,"score_gpt":0.4857700558776666,"score_spread":0.1694667305718429,"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."}}