{"id":"W4412993970","doi":"10.4018/979-8-3373-5288-6.ch001","title":"Strategic Infrastructure Modernization in the Food Industry","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"EXP (Canada)","funders":"","keywords":"Modernization theory; Business; Food industry; Political science; Economic growth; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000506241,0.0004195499,0.0001296505,0.0008798535,0.001424816,0.00543273,0.0004690427,0.001162425,0.006082524],"category_scores_gemma":[0.0003835296,0.0002977148,0.0003004983,0.001457828,0.002217735,0.004707186,0.002026554,0.002390746,0.001362281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004954747,"about_ca_system_score_gemma":0.003467536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005132721,"about_ca_topic_score_gemma":0.008384909,"domain_scores_codex":[0.9996885,0.00007794451,0.000009198233,0.0000344753,0.0001133558,0.00007662764],"domain_scores_gemma":[0.9998792,0.00004312965,0.0000101158,0.00001239883,0.00003188712,0.00002319373],"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":[0.000008274649,0.0000171198,0.0001328236,0.0001365094,0.000003492738,0.0001517319,0.002514849,0.001137115,0.0007242476,0.8811367,0.02847928,0.08555784],"study_design_scores_gemma":[0.000002854451,0.00002564304,0.0003992378,0.0002692667,0.0000041924,0.0002142839,0.002245666,0.0008552561,0.0006576562,0.1081626,0.8871509,0.00001243337],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01860438,0.04118251,0.01251662,0.01395804,0.0009820875,0.00006338847,0.00004695695,0.0002138969,0.9124321],"genre_scores_gemma":[0.371367,0.1100254,0.02455359,0.005811088,0.0007499055,0.0001381088,0.0003060028,0.0002476364,0.4868013],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.006082524,"threshold_uncertainty_score":0.03594935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07662570385496655,"score_gpt":0.2645203504158329,"score_spread":0.1878946465608664,"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."}}