{"id":"W2339053550","doi":"","title":"A Review of Instrumentation in Nursing Student Clinical Evaluation","year":2016,"lang":"en","type":"review","venue":"STTI/NLN Nursing Education Research Conference","topic":"Nursing Diagnosis and Documentation","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Medical education; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"grok","categories":[],"domain":null,"study_design":"design_other","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"opus","categories":[],"domain":null,"study_design":"design_other","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01183203,0.0005469972,0.001935713,0.001696019,0.0002451862,0.0002286503,0.0008320175,0.0004770539,0.000568547],"category_scores_gemma":[0.002405854,0.0004808209,0.0004487307,0.001902834,0.0008894571,0.0006007492,0.00005193288,0.001213459,0.0001692975],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004591344,"about_ca_system_score_gemma":0.005531277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007098556,"about_ca_topic_score_gemma":0.00001373576,"domain_scores_codex":[0.984862,0.007520621,0.002948973,0.001254161,0.002574779,0.0008394843],"domain_scores_gemma":[0.9927235,0.001753709,0.001494106,0.001072596,0.002675486,0.0002805979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00004114077,0.00238719,0.00009617837,0.02564642,0.00003013638,3.913856e-7,0.0008666317,9.118997e-8,0.000003485579,0.001153098,0.01682251,0.9529527],"study_design_scores_gemma":[0.0006144113,0.0004033435,0.0006475839,0.7974381,0.0005024009,0.00001116126,0.0008330371,0.00001712269,0.00001430066,0.004767325,0.194338,0.0004131588],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002056756,0.9770257,0.00003909511,0.002491054,0.006371743,0.005656191,0.0000319464,0.00004640487,0.008132202],"genre_scores_gemma":[0.0017386,0.9950131,0.0004585365,0.0001655356,0.000581158,0.001171342,0.0006426639,0.00009113376,0.000137977],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9525396,"threshold_uncertainty_score":0.9997643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3166589827732558,"score_gpt":0.6652271034129028,"score_spread":0.348568120639647,"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."}}