{"id":"W4297998264","doi":"10.32920/ryerson.14647092.v2","title":"Terms of restriction","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"The Internet; Surprise; Commission; Politics; Business; Public relations; Legislation; Political science; Advertising; Internet privacy; Sociology; Law; World Wide Web","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003429617,0.00003136838,0.00007851337,0.00002859973,0.00023544,0.00000782027,0.0003010849,0.00005020849,0.001210673],"category_scores_gemma":[0.00009016922,0.00003002257,0.00004160286,0.00007882756,0.00006126243,0.00001197585,0.0006425746,0.0001655658,0.000002662992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006428343,"about_ca_system_score_gemma":0.00006959859,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01036401,"about_ca_topic_score_gemma":0.001584652,"domain_scores_codex":[0.9994026,0.000143448,0.0001068341,0.00007570814,0.0002136993,0.00005768288],"domain_scores_gemma":[0.9995288,0.00006413996,0.0001052408,0.0002610506,0.0000248426,0.00001592433],"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":[0.000008890413,0.0001078297,0.0176875,0.00005684558,0.00005705658,4.721883e-7,0.02992121,0.00008297995,0.0000238844,0.8846194,0.03185837,0.03557556],"study_design_scores_gemma":[0.00005238311,0.00002049532,0.01066077,0.00001587914,0.00001900177,1.698649e-8,0.0173458,0.00002765869,0.00001411131,0.04688108,0.9248592,0.0001035989],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01736434,0.000219235,0.00006363099,0.004149769,0.0008493549,0.0001745439,0.000004383052,0.00003791786,0.9771369],"genre_scores_gemma":[0.9810157,0.01229645,0.0004596391,0.00004868765,0.0001278959,0.00007430612,0.00002056578,0.000003203949,0.005953503],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9711833,"threshold_uncertainty_score":0.9997023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07343788872076017,"score_gpt":0.3734454252831408,"score_spread":0.3000075365623806,"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."}}