{"id":"W6908736898","doi":"10.26226/morressier.5b9a8d00dbd47e000fbf5acb","title":"USING ALGORITHMS AND ACCREDITED EDUCATION SESSIONS TO ADDRESS PHYSICIAN KNOWLEDGE GAPS REGARDING TRANSIENT ISCHEMIC ATTACK (TIA) DIAGNOSIS AND TREATMENT IN NOVA SCOTIA","year":2017,"lang":"en","type":"other","venue":"BiblioBoard Library Catalog (Open Research Library)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Nova scotia; Session (web analytics); Continuing medical education; Primary care; Stroke (engine); Comprehension; Emergency department; MEDLINE","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","bibliometrics","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0007511877,0.001457612,0.001867619,0.02602185,0.0006931832,0.005619089,0.003552584,0.000930183,0.00152253],"category_scores_gemma":[0.0001991923,0.001369178,0.0002344695,0.01366722,0.0009964474,0.01295341,0.005172417,0.001446314,0.001105825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003154899,"about_ca_system_score_gemma":0.004150774,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007414506,"about_ca_topic_score_gemma":0.001810056,"domain_scores_codex":[0.991334,0.00146628,0.0008897259,0.003060502,0.001142018,0.00210743],"domain_scores_gemma":[0.9940962,0.000662056,0.0005588963,0.002782705,0.0001202424,0.001779909],"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":[0.0003455915,0.001461976,0.01359283,0.0005255917,0.000290979,0.0001315421,0.0005068377,0.00000326682,0.001138113,0.00006114141,0.9605716,0.02137055],"study_design_scores_gemma":[0.002668671,0.0004075901,0.007417373,0.01013692,0.0001225999,0.00002578088,0.000326041,0.0001367913,0.006365458,0.00003057246,0.970866,0.001496228],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04634354,0.03666334,0.000007106383,0.002870046,0.001100996,0.01361752,0.009012862,0.0008580419,0.8895265],"genre_scores_gemma":[0.01921214,0.03476133,0.02425757,0.001030684,0.006345457,0.005183642,0.02269047,0.0104244,0.8760943],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02713139,"threshold_uncertainty_score":0.9998174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1938999554345949,"score_gpt":0.4327786433664739,"score_spread":0.2388786879318789,"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."}}