{"id":"W2520695613","doi":"10.12927/hcq.2016.24693","title":"The Challenge Before Us","year":2016,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bridgepoint Active Healthcare","funders":"","keywords":"Health care; Best practice; Quality (philosophy); Focus (optics); Quality management; Nursing; Medicine; Quality of life (healthcare); Healthcare system; Health policy; Public relations; Political science; Business; Public health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01093122,0.0009126294,0.001141633,0.001182151,0.01002761,0.01464005,0.001769402,0.01708475,0.05897219],"category_scores_gemma":[0.0334139,0.0004041136,0.0008973005,0.001207486,0.01636448,0.02005745,0.010258,0.03447131,0.02238763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005179644,"about_ca_system_score_gemma":0.02343293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01758814,"about_ca_topic_score_gemma":0.02015504,"domain_scores_codex":[0.9914164,0.003004238,0.000321756,0.001223209,0.002071924,0.001962529],"domain_scores_gemma":[0.9793935,0.004228395,0.0006483218,0.001880778,0.00619648,0.007652423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003120379,0.0000543936,0.0005292743,0.00008797644,0.00001136982,0.0001342832,0.001086657,0.00005074341,0.0001316656,0.1109028,0.8544644,0.03251526],"study_design_scores_gemma":[0.0000099272,0.00001809693,0.0002914111,0.0002543166,0.000004829566,0.0001160445,0.003052633,0.00003968049,0.0000626039,0.056088,0.9400433,0.00001918713],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004748333,0.005137704,0.0005636957,0.9637565,0.01359071,0.000007354908,0.00007575237,0.00006774325,0.01632567],"genre_scores_gemma":[0.0331062,0.01027591,0.002348629,0.8660672,0.01544128,0.00008363669,0.0002571353,0.000253749,0.0721663],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05897219,"threshold_uncertainty_score":0.1972816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04843534740142736,"score_gpt":0.4076922981748848,"score_spread":0.3592569507734574,"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."}}