{"id":"W4317878874","doi":"10.32920/21948191.v1","title":"Must Keep Going","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Empathy and Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Business; Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003723365,0.0008078341,0.0007063218,0.0005967694,0.01235572,0.009846555,0.00103481,0.006715183,0.06846041],"category_scores_gemma":[0.019768,0.0005391976,0.0006290589,0.000462477,0.009787919,0.01600466,0.006557397,0.02153523,0.05180786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001996906,"about_ca_system_score_gemma":0.004944151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003554677,"about_ca_topic_score_gemma":0.00576885,"domain_scores_codex":[0.9966634,0.001021291,0.00009839476,0.0005034409,0.001045377,0.0006679998],"domain_scores_gemma":[0.9911672,0.00136514,0.0004929119,0.0008220579,0.002576468,0.003576171],"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":[0.00006629496,0.00005425237,0.0004450254,0.00009349097,0.00001856387,0.0002830167,0.008323749,0.00004369131,0.0007768486,0.08833866,0.8713836,0.03017285],"study_design_scores_gemma":[0.00001125374,0.0000263107,0.000528819,0.0001167267,0.000009068626,0.0003478125,0.006632557,0.00005596716,0.0003210748,0.02354685,0.9683716,0.00003202924],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.005345616,0.002985513,0.006666763,0.5988805,0.05074256,0.00009530117,0.0002604665,0.0007503041,0.334273],"genre_scores_gemma":[0.09913648,0.002948864,0.005575003,0.2054684,0.006765594,0.0001565055,0.0003281812,0.001188707,0.6784323],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.06846041,"threshold_uncertainty_score":0.2290229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08396056482455165,"score_gpt":0.37189552043149,"score_spread":0.2879349556069383,"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."}}