{"id":"W2015337505","doi":"10.3138/ijcs.48.213","title":"Canadian Magazines and Their Spatial Contexts: Digital Possibilities and Practical Realities","year":2014,"lang":"en","type":"article","venue":"International Journal of Canadian Studies","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Digitization; Relation (database); Tourism; Geocoding; Sociology; Data science; History; Computer science; Geography; Cartography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001794689,0.0007762741,0.0004431929,0.008352602,0.02833132,0.02867039,0.001879298,0.001720736,0.01510046],"category_scores_gemma":[0.00650028,0.0005761489,0.0003231166,0.02086701,0.03213311,0.006744192,0.006815196,0.001341624,0.0006043919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04932813,"about_ca_system_score_gemma":0.04286279,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9105737,"about_ca_topic_score_gemma":0.9537928,"domain_scores_codex":[0.9971467,0.001008892,0.00005884595,0.0003113803,0.0007435006,0.000730657],"domain_scores_gemma":[0.9966645,0.001440019,0.0002812421,0.0003017566,0.0007179405,0.0005945934],"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":[0.00006141804,0.00001652814,0.009188315,0.0003093801,0.00001800358,0.001176676,0.3265368,0.0003615744,0.0003977967,0.5996179,0.02076501,0.04155061],"study_design_scores_gemma":[0.00001286359,0.00001009829,0.009219872,0.000348798,0.00003297702,0.0003740538,0.5058056,0.0002195979,0.000223927,0.03788843,0.4458194,0.00004436392],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1965112,0.01268439,0.002863738,0.03492399,0.0005111309,0.00007001368,0.0009921524,0.0001384,0.7513049],"genre_scores_gemma":[0.9655502,0.005677392,0.001829318,0.0007925552,0.00009832548,0.000038755,0.0002330028,0.000044222,0.02573626],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08942634,"threshold_uncertainty_score":0.3579023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04915261867379934,"score_gpt":0.2740065013689719,"score_spread":0.2248538826951725,"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."}}