{"id":"W3178775182","doi":"10.1101/2021.07.06.21260058","title":"Examining Medical Student Volunteering During The COVID-19 Pandemic As A Prosocial Behavior During An Emergency","year":2021,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Death Anxiety and Social Exclusion","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Prosocial behavior; Psychology; Volunteer; Seniority; Altruism (biology); Medical education; Social psychology; Medicine; Political science","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001896835,0.0005266682,0.0006567846,0.0001206145,0.001187469,0.0001336009,0.001422934,0.001144063,0.007262268],"category_scores_gemma":[0.0008435381,0.0004708639,0.0003593044,0.000270493,0.0001865261,0.0001054585,0.002341839,0.00246895,0.00009587213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004805064,"about_ca_system_score_gemma":0.0005995494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001463078,"about_ca_topic_score_gemma":0.00140043,"domain_scores_codex":[0.9945652,0.0009866556,0.0009206061,0.001286914,0.001395353,0.000845215],"domain_scores_gemma":[0.9975525,0.0001096677,0.0003884479,0.001067472,0.0001111738,0.0007707396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008320264,0.0004376511,0.9236191,0.0002465974,0.0001908816,0.001441457,0.07039458,0.00002517741,0.001537894,0.0001050631,0.0000445849,0.001873852],"study_design_scores_gemma":[0.001043037,0.00006437382,0.9823475,0.0001229983,0.0001836654,0.0002977691,0.01423733,0.00001517921,0.00003570396,0.00008318986,0.0009575719,0.000611653],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885516,0.001171423,0.000104456,0.0004160903,0.006765855,0.0009621115,0.00001777241,0.0003969377,0.001613786],"genre_scores_gemma":[0.9925863,0.0006706794,0.00002210788,0.0003420536,0.002088861,0.001017829,0.00005816269,0.0001046794,0.00310937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05872846,"threshold_uncertainty_score":0.9998324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07417393908881194,"score_gpt":0.4088415525536347,"score_spread":0.3346676134648228,"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."}}