{"id":"W2003938869","doi":"10.1007/s10459-015-9603-3","title":"Replacing stressful challenges with positive coping strategies: a resilience program for clinical placement learning","year":2015,"lang":"en","type":"article","venue":"Advances in Health Sciences Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":116,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Australian Physiotherapy Association","keywords":"Coping (psychology); Resilience (materials science); Psychology; Medical education; Clinical psychology; Applied psychology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003900763,0.0001215641,0.000249819,0.0002344994,0.0002621732,0.00004681273,0.0001382706,0.00005821686,0.000003466485],"category_scores_gemma":[0.001680509,0.00009894699,0.00001952562,0.0008458421,0.0004301002,0.0007416534,0.00001743944,0.0003002599,0.00000216443],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004295609,"about_ca_system_score_gemma":0.00582652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008374924,"about_ca_topic_score_gemma":0.0001429608,"domain_scores_codex":[0.9977558,0.000151224,0.0006726809,0.0005282797,0.0005028446,0.0003891315],"domain_scores_gemma":[0.9985362,0.0002503783,0.000424,0.00018446,0.0004735338,0.0001313748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002559566,0.0009401244,0.08034235,0.001016607,0.000005775981,5.965472e-7,0.006738425,0.003280429,0.000001108706,0.008839371,0.0006089091,0.8979703],"study_design_scores_gemma":[0.005034539,0.03553583,0.06287167,0.01456757,0.00004687794,0.0001232632,0.6727393,0.02654767,0.00007141226,0.005774441,0.1758627,0.0008248041],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8412613,0.04217867,0.02790511,0.05509329,0.004855691,0.009329816,0.000001988117,0.0003276803,0.01904648],"genre_scores_gemma":[0.8408766,0.006405088,0.1491743,0.001738614,0.0005086147,0.00107362,0.00005832022,0.00001561231,0.0001492649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8971455,"threshold_uncertainty_score":0.9998095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0764492773587307,"score_gpt":0.5196185732439059,"score_spread":0.4431692958851752,"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."}}