{"id":"W4396556157","doi":"10.1161/strokeaha.123.042385","title":"Fostering a Culture of Research: From Recommendations to Implementation","year":2024,"lang":"en","type":"article","venue":"Stroke","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Foothills Medical Centre","funders":"","keywords":"Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3992242,0.002204883,0.0034933,0.004599445,0.01817117,0.05021089,0.01371684,0.04406442,0.006551509],"category_scores_gemma":[0.456069,0.002748845,0.003447957,0.004546649,0.0647975,0.04508667,0.03873593,0.06679104,0.00221057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03408427,"about_ca_system_score_gemma":0.2969199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02785853,"about_ca_topic_score_gemma":0.03842923,"domain_scores_codex":[0.605432,0.2876326,0.03239832,0.01062662,0.04397457,0.01993594],"domain_scores_gemma":[0.274487,0.4305782,0.02921733,0.03409287,0.1281271,0.1034975],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003460839,0.001709426,0.01455227,0.01381256,0.0007218169,0.0008708036,0.07359613,0.001676091,0.0009708176,0.2969899,0.3074076,0.2873466],"study_design_scores_gemma":[0.0007588514,0.0006872672,0.009889847,0.08907856,0.0007384975,0.0007296018,0.2136899,0.002184803,0.001845423,0.3299557,0.3496408,0.0008007806],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001777797,0.006315543,0.006428285,0.9774689,0.003045063,0.0002611933,0.0000301784,0.0001083196,0.004564673],"genre_scores_gemma":[0.2594771,0.03054149,0.1398078,0.5565728,0.004917877,0.004304184,0.0002363978,0.0004330962,0.003709264],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.6007758,"threshold_uncertainty_score":0.7408636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5605769102829224,"score_gpt":0.6760113408699998,"score_spread":0.1154344305870774,"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."}}