{"id":"W4392609566","doi":"10.33137/ijournal.v8i2.41037","title":"Irrationally Reproducing Reproduction","year":2023,"lang":"en","type":"article","venue":"The iJournal Student Journal of the Faculty of Information","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reproduction; Computer science; Biology; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.004749805,0.00008824174,0.0002198225,0.000126105,0.0002737256,0.00002361421,0.0003154614,0.00004833447,0.00002269523],"category_scores_gemma":[0.001592988,0.00004069152,0.0002302274,0.0004223841,0.0001277419,0.0005676328,0.00008537038,0.0004142037,0.0000255247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000915702,"about_ca_system_score_gemma":0.0001195758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006349691,"about_ca_topic_score_gemma":7.697553e-7,"domain_scores_codex":[0.9980385,0.0001212757,0.0009031676,0.00008552481,0.0007296944,0.0001218695],"domain_scores_gemma":[0.9972322,0.00004422733,0.001277269,0.000416242,0.000989394,0.00004068299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01933452,0.000964842,0.5512722,0.0004559241,0.00353143,0.00002289819,0.07032929,0.03215961,0.1098116,0.001732905,0.1309703,0.07941454],"study_design_scores_gemma":[0.0005872643,0.0001991845,0.9812618,0.0001006343,0.00009891782,0.0007300489,0.002020677,0.00004918377,0.008366314,0.0008284165,0.005714667,0.00004289084],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9762598,0.0001131015,0.0003045411,0.02170574,0.0009062845,0.0002443761,0.000004087409,0.00001228597,0.0004498265],"genre_scores_gemma":[0.998579,0.0001003804,0.0002471997,0.0001890195,0.0004846677,0.000001520679,0.00000822343,0.000003597635,0.0003864183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4299896,"threshold_uncertainty_score":0.2105304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03429832224788973,"score_gpt":0.3326058759152879,"score_spread":0.2983075536673981,"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."}}