{"id":"W7132739756","doi":"","title":"Impact and challenges of digital marketing in the agri-food system","year":2023,"lang":"","type":"article","venue":"Bulgarian Portal for Open Science","topic":"Digital Transformation in Financial Services","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Order (exchange); Consumption (sociology); Quarter (Canadian coin); Digital marketing; Consumer behaviour; Supply and demand; Consumer spending; Digital transformation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001644228,0.0001632329,0.0002181054,0.001216861,0.001145044,0.007238103,0.0003141153,0.0009064634,0.00865487],"category_scores_gemma":[0.003602057,0.000127897,0.0002038683,0.001919491,0.002890311,0.004891639,0.002373213,0.0009131717,0.0004900402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003880294,"about_ca_system_score_gemma":0.001657514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004112216,"about_ca_topic_score_gemma":0.003468122,"domain_scores_codex":[0.9987906,0.0006774831,0.00003525124,0.0001105963,0.0001982753,0.0001878972],"domain_scores_gemma":[0.9973314,0.001338539,0.0005487789,0.0001341853,0.0002493714,0.0003978138],"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":[0.0005347478,0.0005012663,0.1735312,0.0008511095,0.0001134073,0.003099792,0.008722288,0.0113504,0.002570548,0.568558,0.01331294,0.2168541],"study_design_scores_gemma":[0.00005369268,0.000358581,0.3703187,0.001183599,0.00009446087,0.001862878,0.08388771,0.02991438,0.002407775,0.2508897,0.2589025,0.000126003],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7228531,0.009830477,0.003316884,0.04014672,0.000166812,0.00006246101,0.000440841,0.00005596583,0.2231267],"genre_scores_gemma":[0.9946201,0.002104564,0.000448654,0.0003811709,0.00006906265,0.000008109676,0.00002620338,0.00000607426,0.002336185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00865487,"threshold_uncertainty_score":0.02895337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0768647590494095,"score_gpt":0.2811518706193532,"score_spread":0.2042871115699437,"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."}}