{"id":"W4253153071","doi":"10.7748/ns2011.07.25.46.1.p5902","title":"Nursing by numbers","year":2011,"lang":"en","type":"article","venue":"Nursing Standard","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Queen (butterfly); Quarter (Canadian coin); Nursing; Medicine; Political science; History; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000502264,0.0002245276,0.0003571391,0.00007189711,0.001158194,0.00001039769,0.0002338887,0.0002949921,0.002806747],"category_scores_gemma":[0.00008875044,0.0002193128,0.00006680805,0.0002913058,0.0002656788,0.0001635473,0.00001656105,0.0006596039,0.000551811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001482695,"about_ca_system_score_gemma":0.0003070153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000327131,"about_ca_topic_score_gemma":0.00003058035,"domain_scores_codex":[0.9971464,0.0003350156,0.0005483655,0.0003761453,0.0004481948,0.001145913],"domain_scores_gemma":[0.9986891,0.0001256996,0.0002103793,0.000421607,0.0001951974,0.0003580528],"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":[0.0005935889,0.0001430758,0.01305194,0.00007908441,0.00001447273,0.00000839355,0.042916,4.296604e-7,0.00009254878,0.01641312,0.8561431,0.07054428],"study_design_scores_gemma":[0.003859943,0.0008929793,0.007898954,0.02104847,0.000147894,0.00001875788,0.05767566,0.0000594685,0.00152808,0.06812293,0.8376032,0.001143667],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.112602,0.00135446,0.003856241,0.002041469,0.004166979,0.0008370454,0.0001214613,0.0006097736,0.8744105],"genre_scores_gemma":[0.9818977,0.00007519198,0.008220142,0.001296901,0.0003538977,0.00004074375,0.00003485794,0.00008511906,0.007995455],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8692957,"threshold_uncertainty_score":0.9981048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06795247878261411,"score_gpt":0.4564622258983337,"score_spread":0.3885097471157196,"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."}}