{"id":"W4386362816","doi":"10.33137/ijidi.v7i1/2.38691","title":"TopoRadio","year":2023,"lang":"en","type":"article","venue":"The International Journal of Information Diversity & Inclusion (IJIDI)","topic":"Radio, Podcasts, and Digital Media","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto","keywords":"Geocoding; Metadata; Visibility; Field (mathematics); Computer science; Representation (politics); Process (computing); Selection (genetic algorithm); Geographic information system; Software; World Wide Web; Cartography; Geography; Political science; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.001044528,0.0004407014,0.0002680279,0.004728726,0.002509468,0.0071734,0.0008748277,0.0005808561,0.08114913],"category_scores_gemma":[0.003529835,0.0002035915,0.0003025214,0.007428707,0.001118658,0.002750145,0.003813126,0.0007859186,0.01793922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001657455,"about_ca_system_score_gemma":0.00389325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01515335,"about_ca_topic_score_gemma":0.02131235,"domain_scores_codex":[0.9990916,0.0001537978,0.00003545147,0.0001311226,0.0004276675,0.0001603002],"domain_scores_gemma":[0.9983855,0.0003606136,0.000159887,0.000254258,0.0005674635,0.0002723021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002748884,0.00006476747,0.01310574,0.001302917,0.00002402772,0.0007516311,0.01469343,0.0005603851,0.001835752,0.20891,0.4082451,0.3502314],"study_design_scores_gemma":[0.000003564647,0.000007179939,0.002336475,0.0001016119,0.000003854027,0.0001073337,0.002002535,0.00004785556,0.0001187034,0.001261781,0.9940038,0.000005352231],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01709478,0.001601422,0.005932255,0.001831988,0.0007563422,0.0001544742,0.008571282,0.001459466,0.9625981],"genre_scores_gemma":[0.3142914,0.008684808,0.03490648,0.001779962,0.001041593,0.0007629039,0.02746957,0.004034761,0.6070284],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08114913,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02594058625176177,"score_gpt":0.2886759698787852,"score_spread":0.2627353836270234,"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."}}