{"id":"W4246129544","doi":"10.1017/cjn.2019.139","title":"P.039 Generating choosing wisely Canada recommendations for neurology","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Calgary Laboratory Services","funders":"","keywords":"Medicine; Promotion (chess); Stewardship (theology); Neurology; Family medicine; Value (mathematics); Resource (disambiguation); Medical education; Political science; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.017882,0.0003754855,0.0002863622,0.00348726,0.00405646,0.004088741,0.001907393,0.001751721,0.03044135],"category_scores_gemma":[0.06962863,0.0003429712,0.0006946602,0.003151318,0.001334316,0.001582447,0.002374412,0.002697078,0.008428574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01713041,"about_ca_system_score_gemma":0.1148181,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3995316,"about_ca_topic_score_gemma":0.6665651,"domain_scores_codex":[0.9842237,0.004256627,0.00159698,0.0003834498,0.008412246,0.001127061],"domain_scores_gemma":[0.9174017,0.01507116,0.003695624,0.001642622,0.05449644,0.007692547],"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":[0.00005392289,0.000115597,0.01611655,0.000775116,0.00001864149,0.0002377726,0.002587221,0.0004445195,0.0003936561,0.006669904,0.8248193,0.1477678],"study_design_scores_gemma":[0.0000750925,0.000126655,0.02525346,0.003601861,0.00003660463,0.0002436808,0.008031613,0.001412411,0.0008302345,0.004286457,0.9559975,0.0001043601],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04463139,0.004415159,0.04545197,0.3585792,0.008873106,0.021644,0.03433022,0.00300648,0.4790684],"genre_scores_gemma":[0.2276895,0.009751812,0.55792,0.04743024,0.001561412,0.008460995,0.01492195,0.0008473001,0.1314168],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6004684,"threshold_uncertainty_score":0.7944121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4511627363063471,"score_gpt":0.4752055018593652,"score_spread":0.0240427655530181,"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."}}