{"id":"W7003774987","doi":"","title":"","year":2023,"lang":"en","type":"other","venue":"Directory of Open access Books (OAPEN Foundation)","topic":"Fetal and Pediatric Neurological Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Workflow; Field (mathematics); Context (archaeology); Key (lock); Set (abstract data type); Quality (philosophy)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"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":[0.0005343426,0.0008319843,0.002075087,0.0010702,0.0001837929,0.0008241602,0.00342306,0.0003493938,0.02875364],"category_scores_gemma":[0.0007368043,0.0007208008,0.0004664626,0.001009285,0.0005229272,0.001384985,0.002699484,0.0006553362,0.001800116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009628212,"about_ca_system_score_gemma":0.0005542141,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009531158,"about_ca_topic_score_gemma":0.003871949,"domain_scores_codex":[0.9955001,0.0002300078,0.001172995,0.001408356,0.001038655,0.000649921],"domain_scores_gemma":[0.9962326,0.0005115409,0.001371133,0.001244325,0.0002152829,0.0004251026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003129621,0.00179984,0.1460496,0.002862588,0.002227828,0.0005443859,0.0001269826,0.00001439657,0.0004411723,0.01126088,0.3807176,0.4508251],"study_design_scores_gemma":[0.002923432,0.0003410454,0.1451148,0.00049456,0.0004557377,0.00001245963,0.00002274637,0.00001231136,0.0001021115,0.0009835068,0.8488147,0.0007226493],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004559137,0.0003155192,0.00003887036,0.001301993,0.001336977,0.004772206,0.00001985243,0.001422992,0.9862325],"genre_scores_gemma":[0.01555813,0.002563369,0.0002776532,0.002374533,0.0006509884,0.0006565,0.0007332765,0.002184363,0.9750012],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4680971,"threshold_uncertainty_score":0.9995243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.12302998985359,"score_gpt":0.4321310179559974,"score_spread":0.3091010281024074,"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."}}