{"id":"W4408404675","doi":"10.3138/cjms.v14i2.20","title":"2023 Sonography Canada Awards: Recognizing Excellence","year":2023,"lang":"en","type":"article","venue":"˜The œCanadian journal of medical sonography.","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Excellence; Political science; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008544108,0.0006716151,0.0006060387,0.001665272,0.004441433,0.005131851,0.002295162,0.009998771,0.1024215],"category_scores_gemma":[0.04631944,0.0005702344,0.0007015992,0.001416347,0.00238733,0.002193017,0.0054038,0.00819374,0.03013172],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02625,"about_ca_system_score_gemma":0.2708716,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.587999,"about_ca_topic_score_gemma":0.8389106,"domain_scores_codex":[0.9873025,0.001348472,0.0004137238,0.0004528937,0.007226032,0.003256427],"domain_scores_gemma":[0.865235,0.004187641,0.00175309,0.00125808,0.05222166,0.07534453],"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":[0.00001099907,0.00001987714,0.0006044407,0.00002861034,0.000003143372,0.00004798514,0.00004006912,0.0000200932,0.00004805517,0.001399997,0.9810972,0.01667946],"study_design_scores_gemma":[0.00004632687,0.00002830326,0.006169602,0.0002082122,0.000005616439,0.0001055466,0.000485171,0.0001714972,0.00008041446,0.001070857,0.9916083,0.00002020608],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.001881682,0.002612787,0.0007991386,0.8395674,0.05255569,0.0003172305,0.001480812,0.0003113927,0.1004739],"genre_scores_gemma":[0.05676005,0.008726021,0.01173211,0.3618514,0.01850988,0.0004371847,0.004580136,0.0006979359,0.5367054],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.97375,"threshold_uncertainty_score":0.8288547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.144495132537632,"score_gpt":0.4048110176698652,"score_spread":0.2603158851322332,"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."}}