{"id":"W4402191247","doi":"10.3138/cjms.v11i4.31","title":"Celebrating 20 years of sonography credentials in Canada","year":2020,"lang":"en","type":"article","venue":"The Canadian journal of medical sonography.","topic":"Radiology practices and education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Political science","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":[0.006184036,0.0003026322,0.0005930759,0.002124975,0.01255562,0.008998184,0.001817781,0.004599862,0.01536941],"category_scores_gemma":[0.01277539,0.0003878159,0.0004004404,0.00246679,0.005703827,0.002218777,0.005064417,0.00928478,0.001828855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07180829,"about_ca_system_score_gemma":0.2082824,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9418505,"about_ca_topic_score_gemma":0.9844158,"domain_scores_codex":[0.9904776,0.0004716731,0.0001576904,0.0004540764,0.004143966,0.004294989],"domain_scores_gemma":[0.9268385,0.001415258,0.001285503,0.0004016643,0.01329214,0.05676698],"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":[0.0001381843,0.0001590644,0.02740516,0.0001615934,0.0000311857,0.001216938,0.005310467,0.0001623783,0.0006062659,0.01204553,0.8598366,0.09292668],"study_design_scores_gemma":[0.00002761847,0.00007363057,0.06846245,0.0003669152,0.00001710151,0.0005393567,0.01205346,0.0002091813,0.0002190399,0.001427288,0.9165336,0.00007036627],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06842713,0.01844848,0.0004417724,0.8059655,0.02975506,0.0000613552,0.0009791937,0.0001841582,0.07573734],"genre_scores_gemma":[0.6618565,0.02281995,0.0008379956,0.1663776,0.01026422,0.00004363037,0.0009342714,0.0002738992,0.136592],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07180829,"threshold_uncertainty_score":0.521008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02485875384844729,"score_gpt":0.2708542895114525,"score_spread":0.2459955356630052,"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."}}