{"id":"W4392005433","doi":"10.46747/cfp.7002109","title":"Use of point-of-care ultrasound in rural British Columbia","year":2024,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Agriculture Food and Rural Development; Penticton Regional Hospital; Vancouver General Hospital","funders":"","keywords":"Medicine; Scope of practice; Family medicine; Scale (ratio); Scope (computer science); Population; Health care; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006441186,0.00008858406,0.0003315776,0.0001038447,0.00003479546,0.00009311621,0.0001196009,0.0001044294,0.00004367916],"category_scores_gemma":[0.0001351301,0.000136314,0.0001435728,0.0006350974,0.0002096183,0.0001340689,0.00001002766,0.000248073,0.00004089718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002416365,"about_ca_system_score_gemma":0.0006985661,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4643443,"about_ca_topic_score_gemma":0.6733516,"domain_scores_codex":[0.9989126,0.00002220512,0.0003977778,0.0002320003,0.000155748,0.0002796341],"domain_scores_gemma":[0.9986734,0.0005247472,0.00004652507,0.000343769,0.0001319166,0.0002796843],"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":[0.00005527165,0.0006337543,0.2320729,0.002176937,0.000516174,0.0003537254,0.001886169,0.00004072332,0.1026713,0.004532514,0.3134211,0.3416394],"study_design_scores_gemma":[0.0005148164,0.0002562107,0.8636456,0.001889663,0.0001399602,0.000011583,0.002544879,0.00007246058,0.0003548151,0.002282434,0.1279899,0.0002976945],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.977362,0.001129642,0.000009738168,0.0001793728,0.0001717927,0.0004377885,0.0006750723,0.00003435698,0.02000026],"genre_scores_gemma":[0.9922649,0.00008878581,0.0004024337,0.006283746,0.0001161743,0.00002965968,0.0002288283,0.00003434768,0.0005511247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6315728,"threshold_uncertainty_score":0.5558724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02661593967300712,"score_gpt":0.2783770339344436,"score_spread":0.2517610942614365,"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."}}