{"id":"W4236078339","doi":"10.18356/a95af44c-en","title":"Abbreviations and acronyms","year":2019,"lang":"en","type":"book-chapter","venue":"Crossing boundaries","topic":"Medical and Biological Sciences","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science; History; Linguistics; Philosophy","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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.0001585187,0.0001655073,0.0003589678,0.00002926166,0.002333096,0.004193964,0.0000673852,0.0002786128,0.001289039],"category_scores_gemma":[0.0001568452,0.00009671377,0.00007443946,0.00001904166,0.01523171,0.00004895815,0.0000786042,0.0002787869,0.0001318892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002937829,"about_ca_system_score_gemma":0.001699092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002238652,"about_ca_topic_score_gemma":0.00002552633,"domain_scores_codex":[0.9990842,0.000004632158,0.0001952774,0.0002902173,0.0002429744,0.0001827457],"domain_scores_gemma":[0.9995048,0.0000769506,0.00009035493,0.0001531702,0.00005491187,0.0001197893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008751272,0.00003760501,0.005833856,0.0005652439,0.0001135175,0.00005660261,0.00104534,7.941336e-8,0.0005347408,0.8260158,0.01226815,0.1534415],"study_design_scores_gemma":[0.000172311,0.0001411827,0.004118713,0.0003284155,0.0000527485,0.00003672459,0.00000847185,0.000006420078,0.000009920545,0.02790399,0.9670916,0.0001295526],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03494634,0.01132937,0.0003227069,0.008984478,0.001331991,0.0005672841,0.00008084924,0.0001809757,0.942256],"genre_scores_gemma":[0.06349286,0.00006591288,0.0005956669,0.001717222,0.0003579305,0.00000155494,0.0000476025,0.00001197809,0.9337093],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9548234,"threshold_uncertainty_score":0.9996239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04171485344495723,"score_gpt":0.2982210585024896,"score_spread":0.2565062050575324,"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."}}