{"id":"W2536873885","doi":"","title":"The benefits of doing ultrasound exams in your office.","year":2016,"lang":"en","type":"article","venue":"PubMed","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Medical physics; Family 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002707013,0.00005453476,0.0001195786,0.00005470252,0.0003058796,0.000003157554,0.0001338102,0.0001006108,0.00004627082],"category_scores_gemma":[0.001871532,0.00002668132,0.00001908052,0.000130984,0.00004004687,0.0000953001,0.00003021689,0.000220891,0.00007316283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000971316,"about_ca_system_score_gemma":0.00006776601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001003582,"about_ca_topic_score_gemma":0.0002427993,"domain_scores_codex":[0.9984787,0.0001753105,0.0005658267,0.00007734484,0.0002134008,0.0004893868],"domain_scores_gemma":[0.9971296,0.002291085,0.0002199148,0.0001766795,0.00005876382,0.0001239247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0000802061,0.00001581425,0.07579339,0.0001937382,0.000004671901,1.74259e-7,0.001727072,0.000003164509,0.00001383656,0.006323031,0.005530966,0.9103139],"study_design_scores_gemma":[0.0006338348,0.000008045275,0.9018955,0.0001559934,0.000002201191,3.656551e-7,0.0004509556,0.000005563593,0.00003754239,0.0001968393,0.09657058,0.00004258715],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9524198,0.0002741929,0.000234829,0.01000993,0.0009975916,0.001205719,0.00001159205,0.00004978051,0.03479652],"genre_scores_gemma":[0.9964586,0.0003728328,0.00002982467,0.0008519072,0.0001768431,0.0007519675,0.000001691246,0.000005960729,0.001350316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9102713,"threshold_uncertainty_score":0.235261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2224377847971283,"score_gpt":0.3870981426469237,"score_spread":0.1646603578497954,"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."}}