{"id":"W2945240254","doi":"10.24908/pocus.v3i1.13301","title":"Research: Emergency medicine residents’ acquisition of point-of-care ultrasound knowledge and their satisfaction with the flipped classroom andragogy","year":2018,"lang":"en","type":"article","venue":"POCUS Journal","topic":"Radiology practices and education","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Graduation (instrument); Medicine; Test (biology); Intervention (counseling); Significant difference; Flipped classroom; Medical education; Family medicine; Psychology; Nursing; Internal medicine; Mathematics education","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":[0.003249701,0.0002496977,0.0003047579,0.0002845106,0.0002696369,0.0003583794,0.0003317802,0.0002568739,0.004607954],"category_scores_gemma":[0.009606045,0.0001758777,0.0004019496,0.0002897625,0.0004187622,0.0005723409,0.0004171485,0.0006049183,0.0005217136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002857682,"about_ca_system_score_gemma":0.0005947304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005014082,"about_ca_topic_score_gemma":0.0006769229,"domain_scores_codex":[0.9985176,0.0006795618,0.0001163326,0.0001585741,0.0004009418,0.0001270696],"domain_scores_gemma":[0.9899705,0.003553125,0.004021383,0.0003631678,0.001125984,0.0009658207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003119347,0.0082536,0.9332544,0.0004871456,0.0002501797,0.0002480775,0.005147678,0.0001706879,0.002789835,0.00007026175,0.000614532,0.04559432],"study_design_scores_gemma":[0.0001173862,0.01196787,0.9837369,0.00006291977,0.00006050571,0.0003760633,0.001875649,0.0001804275,0.001176883,0.00003443086,0.0003996285,0.00001121223],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996021,0.00004463174,0.00006145479,0.00002508123,0.000003435252,0.00002880683,0.00003067383,0.000001012075,0.0002028551],"genre_scores_gemma":[0.9990776,0.00006885693,0.0002005657,0.00003726084,0.000007322833,0.00006022677,0.00006045453,8.168872e-7,0.0004868701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004607954,"threshold_uncertainty_score":0.01718628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05830630540609111,"score_gpt":0.3933265349501854,"score_spread":0.3350202295440943,"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."}}