{"id":"W4200374539","doi":"10.12968/denn.2021.17.12.610","title":"Adapting to change","year":2021,"lang":"en","type":"article","venue":"Dental Nursing","topic":"Disaster Response and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada Malting (Canada)","funders":"","keywords":"Dental nurse; Medicine; Nursing; Pandemic; Nurse education; Nursing practice; Coronavirus disease 2019 (COVID-19); Medical education","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001418163,0.00006121037,0.00008570855,0.00005230783,0.0002916777,0.00001191729,0.00006189286,0.00003237043,0.0005449638],"category_scores_gemma":[0.00003666744,0.00006370277,0.00002905153,0.0001627752,0.000008637366,0.00008249183,0.00009525266,0.0001110298,0.001341043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001034556,"about_ca_system_score_gemma":0.00002488278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000026562,"about_ca_topic_score_gemma":0.00007831046,"domain_scores_codex":[0.9991371,0.0001381265,0.0001397983,0.0001579095,0.0001274103,0.0002996291],"domain_scores_gemma":[0.9996515,0.00004127785,0.00002846255,0.0001512967,0.00002691463,0.0001005677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002459749,0.0003905557,0.01372269,0.0002281682,0.00004964917,0.0005042194,0.1559596,0.000004085131,0.01006579,0.02019969,0.1674336,0.631196],"study_design_scores_gemma":[0.000947919,0.00008380778,0.04326287,0.003105617,0.00004397561,0.00001719588,0.2684551,0.000123998,0.001003827,0.0006306737,0.6819842,0.0003407889],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7214268,0.0002968639,0.001552497,0.005471944,0.002279936,0.0004985875,0.000005090972,0.000104977,0.2683632],"genre_scores_gemma":[0.9751894,0.000005391598,0.001059805,0.01037735,0.0004555003,0.00007544459,0.00001276286,0.00001869029,0.01280569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6308553,"threshold_uncertainty_score":0.9994366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1775084535038173,"score_gpt":0.4889478363972695,"score_spread":0.3114393828934522,"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."}}