{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002565655,0.0008402038,0.0003801241,0.003572021,0.01735119,0.0102221,0.001982269,0.001871865,0.04786189],"category_scores_gemma":[0.005123525,0.0006264562,0.0004418251,0.008635993,0.002090814,0.002769499,0.003775331,0.001966619,0.008402065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08704725,"about_ca_system_score_gemma":0.3578929,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.995858,"about_ca_topic_score_gemma":0.9977424,"domain_scores_codex":[0.9953861,0.0002123893,0.0000824411,0.0003260438,0.002889665,0.001103342],"domain_scores_gemma":[0.9912702,0.0003829865,0.000102004,0.0003063635,0.005909338,0.00202911],"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":[0.00004083565,0.00006011343,0.003514918,0.0001557972,0.000007247016,0.0001682622,0.001354541,0.0003461701,0.0003383012,0.03273869,0.8669149,0.09436024],"study_design_scores_gemma":[0.000009283905,0.00001040772,0.007732746,0.00009474668,0.000005577357,0.00005775384,0.003119934,0.0003264133,0.0003870625,0.001615744,0.9866071,0.00003321956],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01845509,0.005507448,0.002597673,0.05686508,0.001757783,0.0005433887,0.03826601,0.001003325,0.8750042],"genre_scores_gemma":[0.07158778,0.007230751,0.006383751,0.005439174,0.0001241279,0.0002189488,0.01811968,0.0005697496,0.8903261],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08704725,"threshold_uncertainty_score":0.631575,"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."}}