{"id":"W4392108358","doi":"10.15173/m.v1i43.3469","title":"Cover Page","year":2023,"lang":"en","type":"article","venue":"The Meducator","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Cover (algebra); Medicine; Geography; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005186037,0.00007557625,0.00007428468,0.00005934729,0.00009976162,0.00002444565,0.00030263,0.00001993442,0.002058903],"category_scores_gemma":[0.0001834565,0.00004587008,0.00004343461,0.0006359484,0.00007821496,0.00004305794,0.0000740325,0.00009412385,0.474286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004568564,"about_ca_system_score_gemma":0.00009645692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002701438,"about_ca_topic_score_gemma":0.000003540065,"domain_scores_codex":[0.9992551,0.00007457915,0.00007850969,0.0001189963,0.0002062126,0.0002666049],"domain_scores_gemma":[0.9992713,0.0001432979,0.00002856565,0.0004692902,0.00001650264,0.00007106421],"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":[0.000007868046,0.00002296611,0.0005919056,0.000003606236,0.0000165917,0.000003933213,0.002253124,0.000004106118,0.01954768,0.001197684,0.9761056,0.000244948],"study_design_scores_gemma":[0.0002397664,0.0000159867,0.05245862,0.00001050634,0.00003225631,0.00000986186,0.001726359,0.0001152528,0.009966965,0.002389915,0.9328549,0.0001796224],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9698019,0.00006710549,7.786444e-7,0.003240207,0.0007677266,0.0001361202,0.0000290249,0.0004419834,0.02551512],"genre_scores_gemma":[0.9642825,0.000005257145,0.00001564169,0.0004334172,0.00032758,0.00004062381,0.00001096008,0.00006059298,0.03482343],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4722271,"threshold_uncertainty_score":0.9988533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03586203278333069,"score_gpt":0.306473398509345,"score_spread":0.2706113657260143,"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."}}