{"id":"W4400100832","doi":"10.1108/jcom-02-2024-0034","title":"READINESS as a new framework for crisis management: academic-industry integrated expert insights from practitioners and scholars","year":2024,"lang":"en","type":"article","venue":"Journal of Communication Management","topic":"Public Relations and Crisis Communication","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Business; Crisis communication; Public relations; Crisis management; Marketing; Knowledge management; Political science; Management; Computer science; Economics","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":[],"consensus_categories":[],"category_scores_codex":[0.001108621,0.000118515,0.0001671363,0.0004145436,0.0005434162,0.0005729953,0.0009234098,0.000273299,0.0000929533],"category_scores_gemma":[0.0002695031,0.0001089328,0.00009003718,0.0006789993,0.00008798997,0.001586846,0.0001904239,0.0009897228,0.00001483044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002336569,"about_ca_system_score_gemma":0.0001421218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000420157,"about_ca_topic_score_gemma":0.00003585631,"domain_scores_codex":[0.9983654,0.0003805641,0.0005392282,0.0001568459,0.0004146243,0.0001433173],"domain_scores_gemma":[0.9982055,0.0004728407,0.000371138,0.0005773001,0.0001843204,0.0001888738],"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":[0.00003465845,0.00004923646,0.00004108857,0.00001377239,0.0003477764,0.000003225268,0.008086132,0.00002546882,0.000007486992,0.8392717,0.06412152,0.08799794],"study_design_scores_gemma":[0.0002207772,0.00001731792,0.0003384446,0.0004369784,0.0001164759,0.000001622327,0.03843934,0.0001711669,0.000008888675,0.2432823,0.7168723,0.0000943951],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03938899,0.0776415,0.3287264,0.4184451,0.001503395,0.002165694,0.00001446576,0.0003168935,0.1317975],"genre_scores_gemma":[0.769311,0.08995546,0.135631,0.00180527,0.0002616668,0.000075818,0.00004980127,0.0000278838,0.002882143],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7299219,"threshold_uncertainty_score":0.5525407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04269040966761004,"score_gpt":0.3956495511433948,"score_spread":0.3529591414757848,"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."}}