{"id":"W4403532592","doi":"10.1080/21670811.2024.2396551","title":"Why Infrastructure Studies for Journalism?","year":2024,"lang":"en","type":"article","venue":"Digital Journalism","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Social Sciences and Humanities Research Council","keywords":"Journalism; Computer science; Public relations; Political science; Media studies; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003547748,0.0001041153,0.0001662376,0.00008047591,0.0007140804,0.0009064595,0.0003142049,0.00005940994,0.00007485172],"category_scores_gemma":[0.0006521792,0.00007977431,0.0001537661,0.0002228735,0.000187027,0.0007045833,0.00007633242,0.0002074959,0.00001689657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000123397,"about_ca_system_score_gemma":0.0001000143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003526574,"about_ca_topic_score_gemma":0.0001300784,"domain_scores_codex":[0.9989982,0.00005053629,0.0002376289,0.0001263453,0.000318412,0.0002689267],"domain_scores_gemma":[0.9989494,0.0005080134,0.00007070583,0.0001311729,0.0002221964,0.0001184956],"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":[0.00001000457,0.00001887269,0.000291048,0.00005895946,0.0003722127,0.00001620755,0.05206773,0.00001024549,0.0000344402,0.2082799,0.6188318,0.1200085],"study_design_scores_gemma":[0.00009463484,0.00002281666,0.00006595685,0.0001206246,0.00002393774,0.00001191395,0.02058209,0.00002692726,0.000007286656,0.05971373,0.919233,0.00009707628],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.125484,0.2087681,0.005170861,0.4956254,0.01491726,0.001336603,0.0002559544,0.0005665701,0.1478753],"genre_scores_gemma":[0.9760653,0.01570426,0.000322878,0.002370934,0.002407556,0.00003596273,0.00001108625,0.00002525989,0.003056736],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8505813,"threshold_uncertainty_score":0.874101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04493346966084084,"score_gpt":0.366306898117935,"score_spread":0.3213734284570942,"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."}}