{"id":"W4254871624","doi":"10.32920/ryerson.14669001.v1","title":"How is your Toronto neighbourhood portrayed in the news? Check it out using these interactive maps","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Neighbourhood (mathematics); Publishing; Journalism; Reading (process); Media studies; Sample (material); News media; Newspaper; Advertising; Geography; Sociology; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006154024,0.0003787576,0.0002082205,0.004253803,0.001966194,0.00311683,0.0003779581,0.0004164723,0.0391442],"category_scores_gemma":[0.005233894,0.0002037785,0.0002416414,0.007190086,0.0007148048,0.001776006,0.001357138,0.0004811729,0.006679326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002178479,"about_ca_system_score_gemma":0.001175159,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2855343,"about_ca_topic_score_gemma":0.5367405,"domain_scores_codex":[0.9995285,0.0001290062,0.00002926333,0.00004587382,0.0002037438,0.00006356376],"domain_scores_gemma":[0.9961326,0.001468256,0.0004767134,0.0004186126,0.001095094,0.0004088027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002604334,0.00007818556,0.1682611,0.0009533816,0.00007624935,0.001444548,0.1473757,0.0009603254,0.001549343,0.008605404,0.5739834,0.09645196],"study_design_scores_gemma":[0.00002516682,0.00004228812,0.3283162,0.0005282846,0.00006393194,0.0003863568,0.08695431,0.0009448417,0.0008416882,0.001635591,0.5801497,0.0001115307],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3971429,0.001744918,0.004747809,0.006630118,0.0006722549,0.0003306442,0.1790326,0.0026581,0.4070407],"genre_scores_gemma":[0.8615523,0.003484127,0.01745043,0.0004033557,0.000352631,0.0004960945,0.04917778,0.0007225382,0.06636085],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7144657,"threshold_uncertainty_score":0.5677446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08803408517000991,"score_gpt":0.3608321803185304,"score_spread":0.2727980951485205,"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."}}