{"id":"W2916032058","doi":"10.5334/kula.39","title":"Open+: Versioning Open Social Scholarship","year":2019,"lang":"en","type":"article","venue":"KULA knowledge creation dissemination and preservation studies","topic":"Social Media and Politics","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Scholarship; Scholarly communication; Open access journal; Open science; Software versioning; World Wide Web; Internet privacy; Political science; Public relations; Computer science; Publishing; Law; Software","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001084559,0.0001158362,0.0002311435,0.00009728713,0.00156087,0.0007085206,0.0004994551,0.0001207913,0.0003685148],"category_scores_gemma":[0.002267237,0.0001193833,0.0000323698,0.0004373582,0.0001840471,0.001637732,0.0005110891,0.0001096747,0.0000934373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001515478,"about_ca_system_score_gemma":0.0001423583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002512133,"about_ca_topic_score_gemma":0.0004085561,"domain_scores_codex":[0.9986208,0.0003952455,0.0002395164,0.0002599345,0.0002713634,0.0002131206],"domain_scores_gemma":[0.9979803,0.0009126233,0.0001530947,0.0001086945,0.0007588667,0.00008642732],"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":[0.00004400066,0.00009138077,0.1809042,0.00006759866,0.00008382402,2.582743e-7,0.3813799,5.730387e-7,0.000279282,0.3968996,0.02025435,0.01999498],"study_design_scores_gemma":[0.0008086053,0.00003277992,0.119628,0.0001652741,0.00005065061,1.954783e-7,0.1394037,0.00005877264,0.0004552757,0.01431887,0.7248047,0.0002731512],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5572368,0.0008695068,0.00002342359,0.006443017,0.0006121023,0.0009563488,0.000008590348,0.00006117894,0.433789],"genre_scores_gemma":[0.8921534,0.0004137719,0.0001653067,0.0001563532,0.0002754357,0.00009861641,0.00005439678,0.00001117237,0.1066715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7045503,"threshold_uncertainty_score":0.999739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1639853382350931,"score_gpt":0.5063589841993177,"score_spread":0.3423736459642246,"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."}}