{"id":"W4400998044","doi":"10.69645/pkqh6093","title":"Managing messages","year":2021,"lang":"en","type":"article","venue":"˜The œbusiness & management collection.","topic":"Public Relations and Crisis Communication","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007025069,0.00008220657,0.00008704309,0.0001331789,0.002482045,0.0004304593,0.0003843525,0.0000433417,0.0005269546],"category_scores_gemma":[0.00003739668,0.00007297892,0.00005059826,0.003131713,0.0001055395,0.0003130581,0.0001863417,0.00009742782,0.0000676634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000148282,"about_ca_system_score_gemma":0.00009933543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008626176,"about_ca_topic_score_gemma":0.002972451,"domain_scores_codex":[0.9987669,0.0002790992,0.0001778304,0.0001945364,0.0003677659,0.0002138688],"domain_scores_gemma":[0.9989836,0.00008150019,0.00008292243,0.0004952717,0.0003209472,0.00003578577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001444455,0.0002709641,0.001732583,0.00004669553,0.0002836056,0.00002210639,0.00427354,0.001515709,0.00002007704,0.5679702,0.2357631,0.1880869],"study_design_scores_gemma":[0.0001834677,0.000001563566,0.03066098,0.00001577591,0.00005262558,0.0000015998,0.009016098,0.000564856,0.00000316121,0.01538045,0.9440083,0.0001111177],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001675561,0.0008427397,0.02040895,0.04883319,0.0007011,0.0003436004,6.520374e-7,0.0001843336,0.9270099],"genre_scores_gemma":[0.7772974,0.00401149,0.000866763,0.0005887327,0.0001542352,0.0001402315,0.00001433823,0.00001329221,0.2169135],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7756218,"threshold_uncertainty_score":0.9988166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01867413241498284,"score_gpt":0.2845576116645001,"score_spread":0.2658834792495173,"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."}}