{"id":"W4392108430","doi":"10.15173/m.v1i43.3477","title":"IWCH Abstracts","year":2023,"lang":"en","type":"article","venue":"The Meducator","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008338794,0.00007687876,0.0001265995,0.0001610407,0.0002478598,0.0007941569,0.003287249,0.00006381358,0.0008232261],"category_scores_gemma":[0.01053963,0.00003753104,0.0000607927,0.001695544,0.0000976898,0.0005506568,0.0003035882,0.0003023768,0.01904542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001857249,"about_ca_system_score_gemma":0.0001797265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008233321,"about_ca_topic_score_gemma":0.000008815218,"domain_scores_codex":[0.9977888,0.000135512,0.0003523547,0.0002669301,0.001166769,0.0002895873],"domain_scores_gemma":[0.9968497,0.002095388,0.0001355715,0.0006921637,0.00009260267,0.0001345485],"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":[0.000002984323,0.000008038503,0.003188882,5.489716e-7,0.000004102541,0.000002254566,0.001616614,0.00002479137,0.00009469634,0.001180507,0.9696196,0.02425699],"study_design_scores_gemma":[0.00007764596,0.000005823297,0.1827599,0.000005644591,0.000004640104,0.000008319002,0.005650713,0.0001190553,0.0007834197,0.0597314,0.7507496,0.0001038205],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8968533,0.00007919451,0.00001259487,0.0459239,0.002188093,0.00008613823,0.00000509535,0.0001132249,0.05473841],"genre_scores_gemma":[0.9482831,0.00001012678,0.00003159889,0.001481816,0.0005158613,0.00001359471,0.000002314024,0.000008438337,0.04965318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.21887,"threshold_uncertainty_score":0.997795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1800421466141386,"score_gpt":0.462169943810766,"score_spread":0.2821277971966274,"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."}}