{"id":"W4391288612","doi":"10.1016/j.nedt.2024.106117","title":"Proposal of a digital tool to develop clinical reasoning of novice nurses in psychiatry: An exploratory study in France","year":2024,"lang":"en","type":"article","venue":"Nurse Education Today","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Interview; Psychology; Feeling; Medical education; Exploratory research; Forensic psychiatry; Process (computing); Medicine; Psychiatry; Computer science; Social psychology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.000912447,0.0001322766,0.000422939,0.0002677782,0.00001135286,0.00002418966,0.0001162984,0.0001053308,0.00004194409],"category_scores_gemma":[0.0231564,0.000118171,0.0000524349,0.001222442,0.00006964111,0.0001855298,0.00001676875,0.0002825158,0.00003842862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005710239,"about_ca_system_score_gemma":0.003899539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008871321,"about_ca_topic_score_gemma":0.000209484,"domain_scores_codex":[0.998062,0.0001132226,0.0009606199,0.0004097991,0.000281347,0.0001730665],"domain_scores_gemma":[0.9975611,0.00154419,0.0001111618,0.0003551359,0.0002688244,0.0001596085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001546442,0.008007537,0.8793921,0.00006789745,0.0000198264,0.000007375609,0.008433242,0.000007425848,0.00003981314,0.001024676,0.002422348,0.1004231],"study_design_scores_gemma":[0.001196065,0.001378617,0.9729481,0.005728467,0.00004923165,0.000005882807,0.01706346,0.00008582705,0.00007456979,0.0003838861,0.0009276157,0.0001583136],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922825,0.0003256071,0.0000204003,0.002519199,0.003349357,0.0008213325,0.00001143692,0.00003804793,0.0006321289],"genre_scores_gemma":[0.9963821,0.000009003645,0.002510304,0.0002397169,0.0003117525,0.0001096618,0.00003134123,0.00002400882,0.0003820703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1002648,"threshold_uncertainty_score":0.985072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02502271589226925,"score_gpt":0.4128921326858341,"score_spread":0.3878694167935649,"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."}}