{"id":"W7139777544","doi":"","title":"Autumn","year":2017,"lang":"","type":"article","venue":"Digital Commons - LIU Promoting Scholarship and Creative Work of LIU Students, Faculty, and Staff (Long Island University)","topic":"Art, Technology, and Culture","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Center (category theory); Quarter (Canadian coin); Set (abstract data type); Period (music)","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","sts","scholarly_communication"],"consensus_categories":["sts"],"category_scores_codex":[0.0004283978,0.0007663938,0.001009403,0.0002673159,0.006019465,0.004119958,0.001550205,0.0004522533,0.000148409],"category_scores_gemma":[0.0002666276,0.0007042045,0.0002855918,0.0001503913,0.002920067,0.002877132,0.001808986,0.001131259,0.00001102578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007848325,"about_ca_system_score_gemma":0.00005919145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003033873,"about_ca_topic_score_gemma":0.003072978,"domain_scores_codex":[0.9969198,0.0001873017,0.0005563765,0.0009368667,0.0006215378,0.0007781625],"domain_scores_gemma":[0.9974001,0.0001378374,0.0008799523,0.0007420055,0.0004663373,0.0003737558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005794594,0.001585363,0.8835099,0.0003062726,0.001482257,0.0002777143,0.05786858,5.70507e-7,0.000005159535,0.03055357,0.0009932538,0.02283791],"study_design_scores_gemma":[0.006548556,0.00321847,0.6145093,0.003376813,0.001405145,0.00004105453,0.1261463,0.00001004539,0.0001236858,0.003073564,0.2393795,0.00216758],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8590278,0.001267981,0.00002156863,0.0004660216,0.0001699811,0.000547193,0.001295243,0.0001041003,0.1371001],"genre_scores_gemma":[0.9509073,0.0007282404,0.00002395128,0.0000176587,0.000153243,0.000002696041,0.0001490949,0.00004287963,0.04797497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2690006,"threshold_uncertainty_score":0.9997934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03538131420312005,"score_gpt":0.27196651129607,"score_spread":0.23658519709295,"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."}}