{"id":"W2921673678","doi":"10.1370/afm.2355","title":"Primary Care Clinician Adherence to Specialist Advice in Electronic Consultation","year":2019,"lang":"en","type":"article","venue":"The Annals of Family Medicine","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Bruyère; University of Ottawa","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Audit; Primary care; Family medicine; Service (business); MEDLINE; Advice (programming); Specialist care; Nursing; Medical emergency","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008668649,0.0001075457,0.0003344666,0.0002396718,0.00003609847,0.00000850188,0.0003009353,0.00007379685,0.00004745071],"category_scores_gemma":[0.0002539608,0.0000732369,0.00002940812,0.0006933414,0.00006869176,0.0001334591,0.00006634871,0.0001895441,0.000230224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002884083,"about_ca_system_score_gemma":0.00007477653,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01426769,"about_ca_topic_score_gemma":0.002948118,"domain_scores_codex":[0.998789,0.00002628669,0.0004669616,0.0001904032,0.0002271802,0.0003001301],"domain_scores_gemma":[0.9989949,0.0001085498,0.0002389817,0.000310104,0.0003358666,0.0000115869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009115363,0.0001486998,0.1097897,0.003963246,0.00007734112,0.00002299991,0.00497223,0.0000660787,0.009915872,0.1702624,0.0458838,0.6539861],"study_design_scores_gemma":[0.002106266,0.0006181117,0.4390213,0.001496192,0.00002459288,0.000001609557,0.01470227,0.0001105158,0.00008421415,0.004416562,0.5371425,0.0002758848],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9380147,0.001623304,0.000009863165,0.01052433,0.0003996471,0.000612531,0.00000186795,0.00005408128,0.04875965],"genre_scores_gemma":[0.9824775,0.0001476443,0.000008438034,0.01647583,0.0006505863,0.00001531526,0.00002144998,0.00001154827,0.0001917135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6537102,"threshold_uncertainty_score":0.9922964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1496013558762396,"score_gpt":0.3933868183828015,"score_spread":0.2437854625065619,"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."}}