{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001060852,0.00009536464,0.000364961,0.0002808654,0.00008167413,0.00002255537,0.0003524351,0.0001214198,0.0006112296],"category_scores_gemma":[0.0004370344,0.00007483982,0.0001759222,0.0007323665,0.0002028828,0.000091059,0.0000105042,0.0007577193,0.000002057302],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001054172,"about_ca_system_score_gemma":0.01007991,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.883004,"about_ca_topic_score_gemma":0.9882947,"domain_scores_codex":[0.9981154,0.0001496198,0.0006563358,0.0001108022,0.0006520466,0.0003157833],"domain_scores_gemma":[0.9978867,0.0002116401,0.0004059072,0.0001252089,0.000103864,0.001266651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001172831,0.00004668402,0.9008228,0.0000664209,0.000349918,0.0006831365,0.00280704,0.00005309019,0.00009021978,0.0000946025,0.04192665,0.05294212],"study_design_scores_gemma":[0.002013465,0.0005011514,0.8810765,0.0003163919,0.0002369968,0.0005459904,0.006787163,0.0009465794,0.0000647474,0.0001555726,0.1071642,0.0001912774],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.95091,0.001923652,0.00005884338,0.04604892,0.0005330686,0.0001144073,0.000005682932,0.000002146813,0.0004032461],"genre_scores_gemma":[0.9950993,0.0001462965,0.0002720921,0.004011536,0.0004510643,0.000001701939,0.000003323146,0.00001002955,0.00000464543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1052907,"threshold_uncertainty_score":0.995532,"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."}}