{"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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0014564,0.0003323808,0.0005248521,0.0001148618,0.0003933187,0.001343623,0.000801553,0.0003606768,0.0006330487],"category_scores_gemma":[0.0003608768,0.0002391473,0.0003452371,0.0002502015,0.0001627285,0.001025468,0.0006007996,0.0005847306,0.00002223881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005239275,"about_ca_system_score_gemma":0.0004428211,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1499942,"about_ca_topic_score_gemma":0.4126495,"domain_scores_codex":[0.9970484,0.0004808526,0.0005851426,0.000420563,0.0009644992,0.0005005872],"domain_scores_gemma":[0.9981071,0.0001792236,0.000575933,0.0005763771,0.0004845628,0.00007677023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001016224,0.00005221747,0.006139971,0.00005263092,0.0002057056,0.0000110135,0.9876969,0.00001124419,0.000004104681,0.002259865,0.00255202,0.001004107],"study_design_scores_gemma":[0.0001686953,0.00001150816,0.004189676,0.0001825627,0.00003718557,0.000002834872,0.9629741,0.0000584695,0.00001034989,0.0006710636,0.03138946,0.0003041218],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1000283,0.001360773,0.0009586878,0.04315355,0.003775571,0.002322654,0.00005956989,0.0001347543,0.8482062],"genre_scores_gemma":[0.9910619,0.0004791033,0.0004482175,0.001815428,0.000471642,0.00009700572,0.00002653612,0.00001441954,0.005585712],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8910336,"threshold_uncertainty_score":0.9996931,"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."}}