{"id":"W2899910125","doi":"10.1080/21670811.2018.1504626","title":"News by Numbers","year":2018,"lang":"en","type":"article","venue":"Digital Journalism","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sheridan College","funders":"","keywords":"Gatekeeping; Analytics; Social media; Computer science; Public relations; Internet privacy; Sociology; World Wide Web; Advertising; Political science; Data science; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001284555,0.00004104933,0.00005728226,0.00001307981,0.0004731844,0.0002249868,0.0002372185,0.00002931089,0.0002845199],"category_scores_gemma":[0.0001568459,0.000035966,0.00003568244,0.0001046561,0.0002300358,0.000319747,0.00004248405,0.00006607363,0.0002710066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003501539,"about_ca_system_score_gemma":0.00003149839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006518344,"about_ca_topic_score_gemma":0.0007059013,"domain_scores_codex":[0.9994451,0.00003406114,0.00009873592,0.00005978822,0.0002004985,0.000161841],"domain_scores_gemma":[0.9995977,0.00005666188,0.00005520621,0.0001145745,0.00007335159,0.0001025142],"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":[0.000008008627,0.00005511366,0.008439859,0.000001132329,0.00003317407,0.000001791311,0.02606904,4.060317e-8,0.00005972344,0.03877668,0.7653888,0.1611667],"study_design_scores_gemma":[0.00007057532,0.00001480031,0.000155782,0.000005905081,0.000002132017,0.000001127847,0.005729013,0.000001101617,0.00001741622,0.002887295,0.9910633,0.00005158145],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1014303,0.0003682407,0.00008485658,0.0154238,0.0004156631,0.00004899348,0.000006380599,0.00002730994,0.8821945],"genre_scores_gemma":[0.9910514,0.0006271314,0.0000327954,0.0007552768,0.0005823263,0.000001983457,0.0000038129,0.000004486614,0.006940729],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8896212,"threshold_uncertainty_score":0.36394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02434950210992253,"score_gpt":0.3193242475198866,"score_spread":0.294974745409964,"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."}}