{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005058313,0.001395486,0.001118114,0.003815581,0.00207662,0.007154445,0.001739829,0.002796202,0.5432475],"category_scores_gemma":[0.02602505,0.000462772,0.001290599,0.002603366,0.000787254,0.002132842,0.005093263,0.003827222,0.3392892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003374006,"about_ca_system_score_gemma":0.007119922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001663668,"about_ca_topic_score_gemma":0.003102512,"domain_scores_codex":[0.9943579,0.000703393,0.0004409296,0.0003381632,0.003509199,0.0006504893],"domain_scores_gemma":[0.982263,0.001976979,0.0008585668,0.0009042356,0.009779193,0.004218005],"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":[0.00003998335,0.00001220283,0.00003270723,0.0001825361,0.000003240321,0.00003122828,0.00001304183,0.00001231544,0.00007801737,0.0003093187,0.9830874,0.01619801],"study_design_scores_gemma":[0.00002279949,0.00002223626,0.0003253552,0.0003421581,0.000005744036,0.00007315325,0.00005497448,0.0000223776,0.0001272851,0.0008784257,0.9981173,0.000008185898],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001789459,0.0312656,0.0031091,0.1000415,0.401399,0.002069547,0.02182096,0.001182784,0.4373221],"genre_scores_gemma":[0.008616993,0.02481785,0.001808733,0.01833363,0.1094813,0.001518123,0.01486894,0.001020941,0.8195334],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4567525,"threshold_uncertainty_score":0.651502,"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."}}