{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00307644,0.00008834205,0.0001235816,0.0002499324,0.0007571007,0.00006780733,0.0001197399,0.00004185906,0.01152594],"category_scores_gemma":[0.001696738,0.00008357967,0.00006379407,0.000596157,0.00004501985,0.0001362198,0.00003742922,0.0008572945,0.000109404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009417646,"about_ca_system_score_gemma":0.0027587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001294189,"about_ca_topic_score_gemma":4.796161e-7,"domain_scores_codex":[0.9973487,0.0001678085,0.0003688085,0.0001460159,0.001770729,0.0001979467],"domain_scores_gemma":[0.9981399,0.00001981282,0.0002003189,0.000219484,0.001320775,0.00009975569],"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":[0.00006146514,0.0006485036,0.005038451,0.00001334261,0.00004137879,0.000007028476,0.001775853,0.0001923412,0.000571799,0.000853655,0.4965617,0.4942344],"study_design_scores_gemma":[0.001709745,0.0003646239,0.03703266,0.0000426327,0.0002538628,0.004580648,0.003562298,0.005645408,0.0001903442,0.006510911,0.939921,0.0001858608],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9205335,0.0006251701,0.0006117259,0.04871775,0.005312768,0.0004645776,0.000002355514,0.00003808611,0.02369402],"genre_scores_gemma":[0.9800359,0.00001092719,0.007651953,0.004269513,0.001491513,0.0001265681,0.0001146861,0.00002465476,0.006274295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4940486,"threshold_uncertainty_score":0.9893777,"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."}}