{"id":"W2811148127","doi":"10.1017/cjn.2018.127","title":"P.025 Is this headache normal?: Assessing electronic referrals for headache from primary care physicians","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Medical and Biological Sciences","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Teva Pharmaceutical Industries","keywords":"Referral; Migraine; Medicine; Headaches; Primary care; Family medicine; Pediatrics; MEDLINE; Patient referral; Presentation (obstetrics); Service (business); Psychiatry; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.004615656,0.0001918905,0.0002690273,0.002512617,0.0008273938,0.00198044,0.0008787292,0.0007274533,0.01145387],"category_scores_gemma":[0.04651624,0.0002306989,0.0004081413,0.002492698,0.0006562818,0.001691779,0.001667421,0.0005112796,0.001428131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001559831,"about_ca_system_score_gemma":0.001602007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01271119,"about_ca_topic_score_gemma":0.0160225,"domain_scores_codex":[0.9957437,0.001239116,0.0009400931,0.000289631,0.001378404,0.0004090873],"domain_scores_gemma":[0.972236,0.01242695,0.01002412,0.0004377722,0.00347362,0.001401452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008003612,0.00003785054,0.9767526,0.0002793673,0.00003478362,0.0003598326,0.00167046,0.00002735771,0.00007043823,0.00009443726,0.003798079,0.0167948],"study_design_scores_gemma":[0.00001706998,0.000130472,0.9825774,0.0005119723,0.00004840768,0.00153128,0.01041873,0.0003719353,0.00006659637,0.0001639975,0.004152227,0.000009913717],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9695747,0.001862751,0.0005152225,0.005187745,0.000142604,0.0004125164,0.004084727,0.00006246774,0.01815723],"genre_scores_gemma":[0.9956023,0.0007336332,0.001219442,0.0007178343,0.0000922409,0.0001224223,0.0008874953,0.000009115335,0.0006156391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01271119,"threshold_uncertainty_score":0.03831702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05742602386079399,"score_gpt":0.3121085618061523,"score_spread":0.2546825379453583,"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."}}