{"id":"W4392108107","doi":"10.15173/m.v1i31.1868","title":"Abstracts","year":2018,"lang":"en","type":"article","venue":"The Meducator","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Peer review; Biology","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":[0.0004251314,0.00007057327,0.00005881985,0.00002900932,0.0001267908,0.00002462326,0.0003160127,0.0000202898,0.001858745],"category_scores_gemma":[0.0001759839,0.00004118006,0.00002679878,0.0001603642,0.0002652006,0.0000490671,0.00003467291,0.00008076719,0.1673318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003930278,"about_ca_system_score_gemma":0.0001111642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006823867,"about_ca_topic_score_gemma":0.00003581272,"domain_scores_codex":[0.9993783,0.00003911803,0.0000957607,0.0001076639,0.0001557247,0.0002233939],"domain_scores_gemma":[0.999289,0.00005969717,0.00004805677,0.000468172,0.00005003877,0.00008505111],"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":[0.00005158784,0.0002034719,0.001359776,0.000005547629,0.00004935636,0.000002532152,0.0102814,6.613556e-7,0.0903571,0.003993102,0.890216,0.003479473],"study_design_scores_gemma":[0.0001731012,0.00005146938,0.1314741,0.00001045745,0.00002774558,0.00002853874,0.0009345636,0.000006230242,0.1099676,0.002472398,0.7546957,0.0001580907],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9163734,0.00005674226,9.800581e-7,0.001681718,0.0008358591,0.00009065263,0.000005134861,0.0001086838,0.08084679],"genre_scores_gemma":[0.9941939,5.580671e-7,0.0001675824,0.0005304964,0.001420723,0.00001138818,0.00000126736,0.00003837869,0.003635745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1654731,"threshold_uncertainty_score":0.9990537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02704839778052257,"score_gpt":0.3084339544553414,"score_spread":0.2813855566748188,"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."}}