{"id":"W4249269319","doi":"10.15173/mjc.v9i0.264","title":"Preface","year":2013,"lang":"en","type":"article","venue":"The McMaster Journal of Communication","topic":"Public Relations and Crisis Communication","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dialogical self; Engineering ethics; Computer science; Social communication; Social media; Sociology; Engineering; Epistemology; World Wide Web; Communication; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001856568,0.00003964428,0.0000728681,0.00004846347,0.0005458126,0.0001768251,0.001658652,0.00003723382,0.0006828168],"category_scores_gemma":[0.0002689316,0.0000257143,0.00005402516,0.0001845896,0.0001763577,0.0008194689,0.0001439846,0.0002325079,0.00009068632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004763125,"about_ca_system_score_gemma":0.0000654716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002787574,"about_ca_topic_score_gemma":0.00009694002,"domain_scores_codex":[0.9984952,0.0008494525,0.0002883222,0.00002743604,0.0002472524,0.00009232359],"domain_scores_gemma":[0.9982162,0.000308537,0.0003732885,0.0006106062,0.0004459808,0.00004541827],"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":[0.00002601323,0.0002935336,0.005301033,0.000004999997,0.0001472513,1.498196e-7,0.0987622,0.0002644141,0.0009985719,0.2928312,0.1005427,0.5008279],"study_design_scores_gemma":[0.0003544076,0.00003670632,0.04173802,0.00005871467,0.00003822974,0.00001009709,0.0230092,0.0005375436,0.00007955783,0.08595318,0.848071,0.0001133251],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2443624,0.004032067,0.004137732,0.2652385,0.0001706597,0.000469319,3.990506e-7,0.00003408668,0.4815548],"genre_scores_gemma":[0.993824,0.001343118,0.001937933,0.0002208139,0.00005425713,0.000007485147,6.75271e-7,0.000004046438,0.002607657],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7494616,"threshold_uncertainty_score":0.7476366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02803196590048629,"score_gpt":0.3073286163975466,"score_spread":0.2792966504970603,"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."}}