{"id":"W4403596743","doi":"10.1007/s43678-024-00814-0","title":"Canadian POCUS Snapshot 2024: a picture of limited resources and untapped potential","year":2024,"lang":"en","type":"letter","venue":"Canadian Journal of Emergency Medicine","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital; University of British Columbia; University of Saskatchewan; University of Calgary","funders":"","keywords":"Snapshot (computer storage); Medicine; Data science; Computer science; Database","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004878574,0.0007052842,0.0007481146,0.001103897,0.006610012,0.005632999,0.002394225,0.02519852,0.01418979],"category_scores_gemma":[0.027062,0.0005202549,0.0007889813,0.001352373,0.004336821,0.003038163,0.002030501,0.02632984,0.004379993],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03448661,"about_ca_system_score_gemma":0.09014984,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6369748,"about_ca_topic_score_gemma":0.7423342,"domain_scores_codex":[0.9929731,0.0008406121,0.0005010217,0.0004220813,0.003727617,0.001535491],"domain_scores_gemma":[0.9657534,0.006395468,0.001222311,0.0005679301,0.0123858,0.0136751],"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":[0.00004223907,0.00001228413,0.0009921016,0.00005510139,0.000006838816,0.001605902,0.0001282501,0.00006110263,0.00009773313,0.002337838,0.9853473,0.009313313],"study_design_scores_gemma":[0.00007680956,0.00004106899,0.004111257,0.0006164692,0.00003670687,0.002615209,0.001777374,0.0006346783,0.0002133375,0.005919555,0.9838102,0.0001473378],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000487901,0.001232813,0.00013656,0.9845715,0.007067424,0.00001031809,0.0001891672,0.00006554407,0.006238806],"genre_scores_gemma":[0.02956108,0.005426107,0.001786922,0.9271991,0.02003771,0.00004563996,0.0003956788,0.0001240167,0.0154237],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9655134,"threshold_uncertainty_score":0.7303262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05868698181800693,"score_gpt":0.3364839980482359,"score_spread":0.277797016230229,"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."}}