{"id":"W7070699586","doi":"","title":"A Qualitative Study of Resource Allocation Decisions Navigated by Frontline Critical Care Providers During The COVID-19 Pandemic: Educational Insights and Implications","year":2024,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rationing; Context (archaeology); Qualitative research; Resource allocation; Health care; Resource (disambiguation); Health care rationing; Control (management)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01679982,0.00075413,0.0007949913,0.001705249,0.0149992,0.004603586,0.002311725,0.00294878,0.004143591],"category_scores_gemma":[0.03469802,0.0008089634,0.0004192734,0.001739449,0.01469068,0.005787291,0.005285577,0.004383408,0.0004313767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01348743,"about_ca_system_score_gemma":0.01284324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03289484,"about_ca_topic_score_gemma":0.05404228,"domain_scores_codex":[0.9823384,0.01349059,0.000412259,0.0007245087,0.0009076488,0.002126685],"domain_scores_gemma":[0.9472759,0.04229379,0.002689731,0.000644754,0.003650409,0.003445357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001586217,0.00002654749,0.001012717,0.00008869543,0.000001227192,0.000611346,0.9956352,0.0000221116,0.000261355,0.0006684339,0.0004294841,0.001227037],"study_design_scores_gemma":[0.000002606629,0.00001908656,0.0003392128,0.0001021945,0.000001065763,0.00008327975,0.9962285,0.0000482934,0.00008779283,0.000127802,0.002955734,0.000004505505],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9782836,0.0006711619,0.004105287,0.007495933,0.0001382467,0.0003966812,0.0002191706,0.00002773665,0.008662207],"genre_scores_gemma":[0.9913648,0.0008229741,0.001933994,0.00194159,0.00003632161,0.0003808946,0.0000713414,0.00002917101,0.003418946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03289484,"threshold_uncertainty_score":0.09785861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01964654138533577,"score_gpt":0.335476166782801,"score_spread":0.3158296253974652,"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."}}