{"id":"W2429792178","doi":"10.7748/ns.25.14.64.s58","title":"A bit of give and take","year":2010,"lang":"en","type":"article","venue":"Nursing Standard","topic":"Human Resource and Talent Management","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Bit (key); Computer science; Arithmetic; Computer security; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.0001763311,0.00009532128,0.0001407857,0.0001674723,0.0001068258,0.0001220196,0.00009943034,0.00003885975,0.0003319664],"category_scores_gemma":[0.00003306402,0.0000874225,0.00003766072,0.0001392703,0.0001465127,0.0002245918,0.00004151456,0.0001124951,0.00002919233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008980092,"about_ca_system_score_gemma":0.000006542087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002946034,"about_ca_topic_score_gemma":0.00003792428,"domain_scores_codex":[0.9993223,0.000002399042,0.0001405478,0.000160316,0.0002122596,0.0001622086],"domain_scores_gemma":[0.9996414,0.00001149526,0.0001012381,0.0001636989,0.00007233479,0.00000983923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003482303,0.0002978892,0.04075694,0.0006560141,0.0001054117,0.00003476528,0.001331607,0.00001802912,0.009179763,0.4825266,0.05878481,0.4059599],"study_design_scores_gemma":[0.001331682,0.00005045749,0.03297716,0.000294993,0.0001361136,0.000003263624,0.0008488499,0.0004990881,0.0005436748,0.02006249,0.9429199,0.0003323753],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8850267,0.00005037769,0.0002435267,0.0008575865,0.0003272702,0.0001316109,0.000003960937,0.00005972423,0.1132993],"genre_scores_gemma":[0.9986642,0.000002668958,0.0002716658,0.0002537831,0.0003865952,0.000002630371,0.000004879181,0.00001443614,0.0003991328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8841351,"threshold_uncertainty_score":0.3634799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008148863801258975,"score_gpt":0.2286171522127493,"score_spread":0.2204682884114904,"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."}}