{"id":"W4379530100","doi":"10.1353/stu.2020.0080","title":"Valuable and Fallible: A Review Essay on Reception, Ethics and the Media","year":2020,"lang":"en","type":"review","venue":"Studies An Irish Quarterly Review","topic":"Irish and British Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Journalism; Politics; Sociology; Media studies; Gratification; Nationalism; Law; Political science; Psychology; Social psychology","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.01113587,0.0007646326,0.005567994,0.00005893943,0.002601442,0.0002273231,0.0006340189,0.0003243938,0.00007295684],"category_scores_gemma":[0.004575201,0.0004705531,0.0005768181,0.0009772092,0.002531116,0.0002573985,0.0001776412,0.001858724,0.00009089434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001528567,"about_ca_system_score_gemma":0.0007020637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002159269,"about_ca_topic_score_gemma":0.0003806945,"domain_scores_codex":[0.9885944,0.007354797,0.001399097,0.001027463,0.0009901454,0.0006341103],"domain_scores_gemma":[0.9936073,0.004118429,0.0008637145,0.000559605,0.0005575007,0.0002934403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001769145,0.00001182821,4.429961e-7,0.1201753,0.000225099,0.000008153357,0.004752223,3.345724e-10,1.989839e-10,0.0004056493,0.2908592,0.5835603],"study_design_scores_gemma":[0.0002309849,0.0001772877,0.000001384589,0.2663363,0.00277745,0.00001647881,0.002931027,5.695466e-8,2.105174e-10,0.0003090599,0.7268309,0.0003890288],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[9.94059e-8,0.9562775,0.000001361678,0.02796289,0.0005078357,0.003828973,0.00006119441,0.0001070427,0.01125305],"genre_scores_gemma":[3.060363e-7,0.9864696,0.00008725731,0.01104108,0.0009275352,0.000949113,0.00003825631,0.00005524384,0.0004316567],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5831713,"threshold_uncertainty_score":0.9997746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1764255462735243,"score_gpt":0.4496867156791058,"score_spread":0.2732611694055814,"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."}}