{"id":"W7126153544","doi":"10.46254/wc02.20250031","title":"Digital Technologies in Cold Chain Pharmaceutical Supply Chain: A Systematic Literature Review","year":2025,"lang":"","type":"article","venue":"","topic":"Food Supply Chain Traceability","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Supply chain; Systematic review; Emerging technologies; Transparency (behavior); Cold chain; Value chain; Field (mathematics)","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001913429,0.0008057043,0.001820726,0.0001620403,0.0002410281,0.0007629073,0.001525027,0.0008094275,0.0004645324],"category_scores_gemma":[0.002646277,0.000330485,0.0005279228,0.005563358,0.0006199516,0.0005945283,0.0007571747,0.001253585,0.0001186097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003000317,"about_ca_system_score_gemma":0.00007755023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001733948,"about_ca_topic_score_gemma":0.0002064607,"domain_scores_codex":[0.9942712,0.0006154912,0.001862325,0.001430304,0.0006211446,0.001199528],"domain_scores_gemma":[0.9973459,0.001454899,0.0002439376,0.0005188821,0.0002550662,0.0001813292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002590143,0.00388538,0.04251838,0.8103147,0.0003921203,0.000523695,0.0003930622,0.000004997961,0.006677506,0.04361273,0.01941295,0.07200547],"study_design_scores_gemma":[0.002028846,0.001541646,0.004037083,0.9268959,0.0005058101,0.0001512766,0.00813244,0.002284147,0.004642638,0.004182725,0.04267799,0.002919539],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02258617,0.767723,0.00001353271,0.1878246,0.0007524507,0.01009095,0.0003976517,0.0008439446,0.00976772],"genre_scores_gemma":[0.905067,0.08349648,0.0000442974,0.001998337,0.00006271653,0.0005788879,0.00005616621,0.00000406049,0.008692025],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8824809,"threshold_uncertainty_score":0.9999147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01596411287667495,"score_gpt":0.2680504577327456,"score_spread":0.2520863448560707,"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."}}