{"id":"W6908843353","doi":"10.34880/ktxt-vh81","title":"Mapping Digital Media: Canada","year":2021,"lang":"en","type":"report","venue":"Open Society Foundations","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Carleton University; York University","funders":"","keywords":"Digitization; Digital government; Government (linguistics); Digital media; Social media; Plan (archaeology); Digital transformation","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008252848,0.0005242416,0.0008415048,0.0000470099,0.001027693,0.003689945,0.001497257,0.0004050522,0.004776185],"category_scores_gemma":[0.001450031,0.0006048805,0.0006064369,0.001275364,0.0001890044,0.001117698,0.001736789,0.0009454512,0.001188632],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.008033963,"about_ca_system_score_gemma":0.0905343,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8071605,"about_ca_topic_score_gemma":0.9252458,"domain_scores_codex":[0.9951453,0.00005720396,0.0008298638,0.0009547982,0.002367011,0.0006458706],"domain_scores_gemma":[0.9952884,0.0003950675,0.0007122384,0.001213629,0.002088914,0.0003017892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[5.281733e-7,0.00005333157,0.0003307174,0.00005616769,0.0007634215,0.0000365995,0.0006687029,0.000007318196,0.00001113624,0.00006988873,0.9951777,0.002824489],"study_design_scores_gemma":[0.0001844246,0.000002782889,0.0008866714,0.0002552079,0.0001174905,0.00008881412,0.004565802,0.00002424197,0.000004493975,0.0001123543,0.9930924,0.0006653673],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003760775,0.0007711905,0.0002793645,0.001554279,0.004241917,0.001231019,0.01502509,0.0001574468,0.9763636],"genre_scores_gemma":[0.03133699,0.002493756,0.01172784,0.001461658,0.006062829,0.001164901,0.3117029,0.001580448,0.6324687],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3438949,"threshold_uncertainty_score":0.9996403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09638762427283287,"score_gpt":0.341479141518357,"score_spread":0.2450915172455241,"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."}}