{"id":"W7083298547","doi":"10.1016/j.pubrev.2025.102632","title":"Cultural insights for the READINESS framework: A qualitative study of practitioner and scholar perspectives","year":2025,"lang":"en","type":"article","venue":"Public Relations Review","topic":"Innovative concrete reinforcement materials","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Mindset; Preparedness; Crisis management; Organizational culture; Work (physics); Crisis communication; Qualitative research","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":[0.0007231525,0.0001006736,0.0002347937,0.000101788,0.0001855235,0.00007112273,0.00009547325,0.00003984634,0.00008809414],"category_scores_gemma":[0.002282231,0.00006429078,0.0000344619,0.0006801021,0.00005081604,0.0005419252,0.00002974467,0.0001530135,0.000005563957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005096274,"about_ca_system_score_gemma":0.00002539953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004512917,"about_ca_topic_score_gemma":0.000001382116,"domain_scores_codex":[0.999176,0.0001568543,0.0003686436,0.0001118024,0.00009729248,0.0000894151],"domain_scores_gemma":[0.9984638,0.00065125,0.0001031491,0.0001949414,0.0005730363,0.00001383555],"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":[0.000005376772,0.00004065456,0.00003899921,0.001668438,0.0006521493,1.279084e-7,0.05377845,0.0001275612,0.0001780875,0.9352819,0.005648251,0.002580009],"study_design_scores_gemma":[0.001673193,0.000216067,0.002792881,0.005866794,0.0009122323,0.000003928489,0.3147648,0.004368461,0.00021854,0.0120485,0.6564938,0.0006408389],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2367273,0.4828918,0.2132845,0.01396733,0.0008934735,0.01346132,0.00006669966,0.0003812078,0.03832638],"genre_scores_gemma":[0.9863921,0.0111366,0.001119192,0.00009276998,0.0000246647,0.0007497306,0.00001876339,0.000009975721,0.0004561385],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9232334,"threshold_uncertainty_score":0.2732208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04555934545854413,"score_gpt":0.3770520625326046,"score_spread":0.3314927170740605,"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."}}