{"id":"W6950548496","doi":"10.5281/zenodo.8370635","title":"Grammar: Summing Up","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Radio Astronomy Observations and Technology","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Ridiculous; Set (abstract data type); Feature (linguistics); Subject (documents); Term (time)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003221878,0.001553787,0.001208865,0.002582669,0.003363601,0.008169989,0.002197193,0.002297729,0.06666328],"category_scores_gemma":[0.02375288,0.0006074159,0.001520739,0.002076219,0.009334595,0.02423079,0.006936404,0.005266,0.02392031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002045967,"about_ca_system_score_gemma":0.001663997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002917006,"about_ca_topic_score_gemma":0.002436846,"domain_scores_codex":[0.9943628,0.002508228,0.0005404469,0.000954012,0.001216738,0.0004177227],"domain_scores_gemma":[0.9922925,0.002642798,0.0002387374,0.001683118,0.002797836,0.0003449837],"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":[0.00005671826,0.00002187026,0.0007997135,0.0003728371,0.00005291703,0.0002565819,0.002682451,0.0006621476,0.001072895,0.8181667,0.07262823,0.1032269],"study_design_scores_gemma":[0.000008310899,0.00002074892,0.0006041028,0.0002673728,0.00003486954,0.000321149,0.001206514,0.0008419217,0.001132246,0.8096008,0.1859096,0.00005231114],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01109761,0.006118987,0.4084821,0.04356866,0.009351229,0.000186925,0.001836242,0.003279777,0.5160784],"genre_scores_gemma":[0.6056834,0.007285981,0.1750168,0.0198551,0.01004752,0.0004789052,0.004309123,0.01371203,0.1636111],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06666328,"threshold_uncertainty_score":0.2230109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03541553801855467,"score_gpt":0.2446548470520792,"score_spread":0.2092393090335245,"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."}}