{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007620813,0.001195034,0.002772982,0.02103414,0.0008423843,0.003002594,0.001460358,0.001988045,0.00510887],"category_scores_gemma":[0.03404019,0.0007664048,0.004345552,0.02186993,0.0009399148,0.003954036,0.001825025,0.001334939,0.0005559985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004015729,"about_ca_system_score_gemma":0.02425076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01133832,"about_ca_topic_score_gemma":0.03105276,"domain_scores_codex":[0.9938368,0.001906064,0.002175424,0.0004563877,0.001392833,0.0002324946],"domain_scores_gemma":[0.9603277,0.02945288,0.004769652,0.0005883286,0.004452597,0.0004086962],"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":[0.00008389362,0.00004080639,0.001214208,0.8649045,0.001506184,0.0002739921,0.0006387533,0.0002707487,0.0002209183,0.001631699,0.00390748,0.1253069],"study_design_scores_gemma":[0.00003553442,0.0001004066,0.002971532,0.9213766,0.008387493,0.0005510405,0.0008714358,0.0001219983,0.0002065834,0.0007921248,0.06454955,0.00003556846],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001044895,0.9964773,0.0003558618,0.0006022286,0.0001107287,0.000189074,0.0004463916,0.00000745859,0.0007659928],"genre_scores_gemma":[0.008664859,0.9894179,0.000848846,0.0004199925,0.00005015224,0.0002303099,0.0002506929,0.000004162026,0.0001131515],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02103414,"threshold_uncertainty_score":0.04030317,"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."}}