{"id":"W3125703564","doi":"10.5539/gjhs.v13n3p59","title":"Training Improvement through Subjective Work Analysis: The Example of Radial Puncture","year":2021,"lang":"en","type":"article","venue":"Global Journal of Health Science","topic":"Stress and Burnout Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"London School of Economics and Political Science","keywords":"Session (web analytics); Curriculum; Medical education; Perspective (graphical); Psychology; Computer science; Medicine; Pedagogy; Artificial intelligence","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":[0.003860929,0.0004200343,0.000245289,0.001058463,0.0006093282,0.0008346142,0.0004794034,0.000514227,0.001748009],"category_scores_gemma":[0.009268416,0.0001274003,0.0003260538,0.000468621,0.001091925,0.0004283656,0.001138552,0.0003740157,0.0002596784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003215493,"about_ca_system_score_gemma":0.0003077111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006048076,"about_ca_topic_score_gemma":0.001257731,"domain_scores_codex":[0.9964545,0.002485008,0.0001387414,0.0002651582,0.0005150301,0.000141521],"domain_scores_gemma":[0.989739,0.007230671,0.0008369758,0.0008013548,0.001040311,0.000351709],"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":[0.002514291,0.005032806,0.143284,0.003389201,0.0002455697,0.001610172,0.2237148,0.004989411,0.1489156,0.002675834,0.003504754,0.4601235],"study_design_scores_gemma":[0.0001902068,0.02038429,0.7286977,0.0006060873,0.0003712443,0.003294857,0.1085725,0.0178532,0.09298902,0.002568816,0.02398358,0.0004884573],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778249,0.0001339177,0.01735776,0.0001216345,0.00002738599,0.0002084757,0.00009198585,0.00005861185,0.00417531],"genre_scores_gemma":[0.9839184,0.0001523207,0.01446091,0.00003367414,0.00002224859,0.0001258388,0.00007377983,0.00001596546,0.001196781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003860929,"threshold_uncertainty_score":0.02041882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1064007615848746,"score_gpt":0.4343072607964528,"score_spread":0.3279064992115782,"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."}}