{"id":"W3171186534","doi":"10.1016/j.jsurg.2021.03.014","title":"The Ottawa Resident Observation Form for Nurses (O-RON): Assessment of Resident Performance through the Eyes of the Nurses","year":2021,"lang":"en","type":"article","venue":"Journal of surgical education","topic":"Nursing education and management","field":"Nursing","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"Physicians' Services Incorporated Foundation","keywords":"Interpersonal communication; Medicine; Nursing; Health care; Perspective (graphical); Family medicine; Psychology; Medical education","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009748164,0.0001124477,0.0002115589,0.00004718374,0.0003708108,0.00008024751,0.0003703285,0.00004887914,0.00003999603],"category_scores_gemma":[0.0003787948,0.00005816717,0.0002232138,0.0003105763,0.0001554874,0.000314116,0.00002809035,0.0001942126,5.124301e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002515634,"about_ca_system_score_gemma":0.0006683315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006389471,"about_ca_topic_score_gemma":0.00004393002,"domain_scores_codex":[0.9980246,0.0002135017,0.0008516086,0.0001232666,0.0006165194,0.0001704762],"domain_scores_gemma":[0.9966415,0.0007000617,0.001196572,0.0004003131,0.001024426,0.00003712305],"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":[0.001138996,0.002592706,0.03880316,0.0007634575,0.0003408775,0.00000121161,0.0268341,0.001439166,0.003429347,0.09396975,0.6463929,0.1842944],"study_design_scores_gemma":[0.0005471375,0.0002125826,0.3799203,0.0005048899,0.0001800456,0.00003068076,0.01562284,0.0001444122,0.02065302,0.00380204,0.5782963,0.00008578377],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8864444,0.0008778388,0.00006385584,0.08716934,0.02280561,0.0005196957,0.000003065294,0.000005707811,0.002110451],"genre_scores_gemma":[0.98888,0.0005890456,0.0007122783,0.0004139076,0.0005137288,0.00003379921,0.000005866331,0.00001440007,0.008836919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3411171,"threshold_uncertainty_score":0.2852014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02959584029732663,"score_gpt":0.3737256447794753,"score_spread":0.3441298044821487,"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."}}