{"id":"W1648989863","doi":"","title":"Living labs: The case of point-of-care ultrasound education","year":2015,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Point of care ultrasound; Medicine; Ultrasound; Computer science; Radiology","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":[0.001982092,0.0001075356,0.0003879848,0.0004326079,0.0002242743,0.00001732388,0.0005999751,0.00008664939,0.00005799771],"category_scores_gemma":[0.0002956199,0.00007510258,0.0002179836,0.001410659,0.0004018557,0.0003350034,0.0001932913,0.000221706,0.000002569285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001354418,"about_ca_system_score_gemma":0.0002105871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00355182,"about_ca_topic_score_gemma":0.002814973,"domain_scores_codex":[0.9990571,0.0001056675,0.000389509,0.00008358347,0.0002497474,0.0001144128],"domain_scores_gemma":[0.9968009,0.0002420283,0.001417812,0.0002272709,0.001301184,0.00001082837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.005698417,0.002343448,0.5480425,0.001257119,0.02549954,0.0003925694,0.1281419,0.01669393,0.003792978,0.2108689,0.01102562,0.04624307],"study_design_scores_gemma":[0.00433366,0.000381305,0.1085181,0.0004601249,0.020425,0.0004236551,0.8129169,0.005701712,0.0001617076,0.04023104,0.005543079,0.0009037788],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895094,0.000146061,0.004030394,0.0003918649,0.0005317003,0.0001000268,0.000003411041,0.00000708416,0.005280079],"genre_scores_gemma":[0.9990155,0.000039866,0.0004118319,0.00004228594,0.000325219,6.202e-8,0.000006956296,0.00000541468,0.0001528862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6847749,"threshold_uncertainty_score":0.5369313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01230705881130376,"score_gpt":0.2233713703788882,"score_spread":0.2110643115675844,"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."}}