{"id":"W2929070398","doi":"10.1111/tct.13019","title":"Evaluation of unsatisfactory student performance","year":2019,"lang":"en","type":"article","venue":"The Clinical Teacher","topic":"Nursing education and management","field":"Nursing","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Health Sciences","funders":"Registered Nurses’ Foundation of Ontario","keywords":"Mentorship; Onboarding; Openness to experience; Psychology; Medical education; Task (project management); Workload; Nursing; Medicine; Pedagogy; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005308427,0.00005534297,0.000113997,0.00002133221,0.00003408548,0.000009036911,0.0001700514,0.00003969275,0.00107478],"category_scores_gemma":[0.0001684156,0.00003663538,0.0000599271,0.00006206009,0.00006609884,0.00004531697,0.00002714765,0.0001582092,0.0003850568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007066468,"about_ca_system_score_gemma":0.00002891081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009790164,"about_ca_topic_score_gemma":0.000002613664,"domain_scores_codex":[0.9984391,0.0005216624,0.0002983765,0.0001279635,0.0005200263,0.00009290621],"domain_scores_gemma":[0.9992011,0.0001400818,0.0001257666,0.0003929111,0.0001149145,0.00002528692],"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":[0.00006163707,0.0005323976,0.3149808,0.0000186658,0.0000649668,1.663619e-8,0.002024492,0.0001364173,0.0001080068,0.0001859811,0.03067923,0.6512074],"study_design_scores_gemma":[0.0006273892,0.0001589841,0.9725779,0.00003323871,0.0001547442,1.380359e-7,0.0004377079,0.001505303,0.0001040237,0.0003083175,0.02403714,0.00005517241],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9698558,0.00007754033,0.000002955277,0.002392471,0.006237965,0.0004090066,2.079887e-7,0.00002716966,0.02099683],"genre_scores_gemma":[0.9913651,0.000006906093,0.00003124509,0.0004245611,0.0001484125,0.000008817176,0.000001423794,0.000008688542,0.008004808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.657597,"threshold_uncertainty_score":0.9998384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1490416774055985,"score_gpt":0.4650574320381033,"score_spread":0.3160157546325048,"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."}}