{"id":"W7070097280","doi":"","title":"Elopement","year":2021,"lang":"en","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scientific literature; Identification (biology); Perspective (graphical); Scientific evidence; Medical literature; Autism","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001352385,0.0004553483,0.0004194095,0.0001245183,0.00007452655,0.00008412192,0.001078778,0.0007028094,0.7615646],"category_scores_gemma":[0.0013541,0.0005104367,0.0002487792,0.0001079243,0.0001180629,0.000002793699,0.002313084,0.0004871639,0.4873977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006446283,"about_ca_system_score_gemma":0.0002290539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001317153,"about_ca_topic_score_gemma":0.0001340412,"domain_scores_codex":[0.9967529,0.0003270558,0.0004822504,0.001659304,0.0003585634,0.0004199011],"domain_scores_gemma":[0.9948877,0.00003191662,0.0004072729,0.00441241,0.00008135273,0.0001794233],"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":[0.00002375518,0.0001318159,0.001910231,0.0003139693,0.0004019025,0.00001488619,0.00009159638,0.0001573763,0.008149717,0.0001876438,0.9829852,0.00563189],"study_design_scores_gemma":[0.0003554863,0.000001407344,0.0005246426,0.0001674,0.00004995637,0.00003310287,0.00002927796,0.00008373184,0.006665175,0.0000451498,0.991547,0.0004977019],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003413823,0.00002283201,0.002369942,0.0001064254,0.0004715312,0.0005617675,0.00002993426,0.00009016035,0.996006],"genre_scores_gemma":[0.0004662294,0.0005937185,0.007036141,0.0003553134,0.000391157,0.0001162294,0.0007528632,0.0003444585,0.9899439],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2741669,"threshold_uncertainty_score":0.9997347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008365303200963022,"score_gpt":0.2604875827217986,"score_spread":0.2521222795208356,"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."}}