{"id":"W4224279388","doi":"10.24908/pocus.v7i1.15019","title":"Near Peer POCUS Education Evaluation","year":2022,"lang":"en","type":"article","venue":"POCUS Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical education; Point of care ultrasound; Medicine; Population; Psychology; Ultrasound; Radiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008190617,0.0007086063,0.0006789416,0.001121029,0.0007067864,0.001060264,0.001184106,0.0006133103,0.01766718],"category_scores_gemma":[0.02856748,0.0001995289,0.00067274,0.0004701633,0.0004119339,0.001195256,0.002304672,0.0007761517,0.002856066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001223077,"about_ca_system_score_gemma":0.00371836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009572119,"about_ca_topic_score_gemma":0.001918734,"domain_scores_codex":[0.9881876,0.004979184,0.0009048685,0.0009231784,0.004168578,0.0008365697],"domain_scores_gemma":[0.9711092,0.007126337,0.002036985,0.001360173,0.01186733,0.006500006],"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":[0.008331398,0.02694536,0.06276084,0.001051398,0.0001422694,0.0003326123,0.002361022,0.001311574,0.00278375,0.0005295827,0.0120173,0.881433],"study_design_scores_gemma":[0.00865605,0.2487919,0.557641,0.001883684,0.0007747565,0.002176578,0.007789713,0.01130547,0.02434655,0.001819961,0.1344849,0.0003294381],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9485571,0.0005260017,0.005429225,0.0007353675,0.0002923843,0.008616192,0.0009099987,0.0007866803,0.03414699],"genre_scores_gemma":[0.9665799,0.0005030315,0.01100504,0.0004022422,0.0001554125,0.005742284,0.001099936,0.0001002963,0.01441182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01766718,"threshold_uncertainty_score":0.05910259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02635381111977019,"score_gpt":0.3888830926077358,"score_spread":0.3625292814879656,"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."}}