{"id":"W4318713110","doi":"10.12927/cjnl.2022.27004","title":"Hindsight Is 2020: A Graduate Student Perspective","year":2022,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Disaster Response and Management","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Vision; Nursing; Hindsight bias; Workforce; Nurse education; Perspective (graphical); Pandemic; Health care; Nursing research; Medicine; Coronavirus disease 2019 (COVID-19); Psychology; Sociology; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007525497,0.0001633332,0.0001999903,0.0001526206,0.001449143,0.00002051981,0.000338994,0.00004747803,0.004846955],"category_scores_gemma":[0.00003954286,0.0001653468,0.00009578531,0.0003402414,0.00007731625,0.00008713936,0.0001460498,0.0008934973,0.00073914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001252088,"about_ca_system_score_gemma":0.0001518994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007846537,"about_ca_topic_score_gemma":0.000009918115,"domain_scores_codex":[0.9970189,0.0009857373,0.0002717499,0.0004082425,0.000642209,0.0006731325],"domain_scores_gemma":[0.9991462,0.0001526258,0.0001264189,0.0003810647,0.00007236226,0.0001213559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002878321,0.0003910475,0.0003376275,0.00004782114,0.00006895066,0.0000467512,0.600542,0.00001153178,0.00004702429,0.01502707,0.3799736,0.00321869],"study_design_scores_gemma":[0.0008851581,0.0002008554,0.006255309,0.0001490804,0.00006049603,0.000003629646,0.9120749,0.00003241659,0.00001039821,0.003439924,0.07669012,0.0001977541],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2315582,0.001231057,0.0004111012,0.2304558,0.004700825,0.002143833,0.00003807464,0.0004371973,0.5290239],"genre_scores_gemma":[0.9136685,0.000005564206,0.00006405764,0.01460626,0.0002916914,0.0002959273,0.000009180142,0.00003841452,0.07102038],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6821103,"threshold_uncertainty_score":0.9998508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.496773222003863,"score_gpt":0.4824280298991806,"score_spread":0.01434519210468238,"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."}}