{"id":"W2516107913","doi":"10.7748/ns.26.28.64.s57","title":"Careers student life time for a reality check","year":2012,"lang":"en","type":"article","venue":"Nursing Standard","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Student life; Reality check; Psychology; Medical education; Computer science; Medicine; Library science; Test (biology)","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002279585,0.0002194941,0.0004858585,0.00008016116,0.001400326,0.00001429336,0.0002036029,0.0003386646,0.0006157223],"category_scores_gemma":[0.00052431,0.0001806015,0.0001300751,0.0001446841,0.0000918363,0.0001683192,0.00005463076,0.0006052396,0.0001694522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009022473,"about_ca_system_score_gemma":0.001019928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001168589,"about_ca_topic_score_gemma":0.00002292935,"domain_scores_codex":[0.9965962,0.0005407076,0.000661242,0.0003054305,0.0006244946,0.001271883],"domain_scores_gemma":[0.9976465,0.0005581673,0.0002531725,0.0004026723,0.00044604,0.0006934329],"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":[0.001718768,0.0006316535,0.1832084,0.001267816,0.0001398774,0.000002476804,0.05587413,0.000004094236,0.0004641967,0.01008882,0.61955,0.1270497],"study_design_scores_gemma":[0.00592631,0.0006905921,0.2189163,0.01318644,0.0002190683,0.000003037245,0.03733228,0.0001619723,0.0002718374,0.00322237,0.7190265,0.001043346],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7495131,0.01578132,0.01385833,0.09923569,0.02357011,0.01037577,0.003657474,0.001251274,0.08275695],"genre_scores_gemma":[0.9880983,0.00007119202,0.002164542,0.002451355,0.002684167,0.0003880615,0.0001135357,0.00007065339,0.00395816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2385853,"threshold_uncertainty_score":0.9998997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1031214292840465,"score_gpt":0.5055844347881375,"score_spread":0.402463005504091,"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."}}