{"id":"W4408683869","doi":"10.36819/sw25.015","title":"DEVELOPING A CONCEPTUAL MODEL TO EVALUATE SHELF-LIFE EXTENSION AS A RESILLIENT STRATEGY IN HUMAN MILK BANKS","year":2025,"lang":"en","type":"article","venue":"","topic":"Breastfeeding Practices and Influences","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University; Queen's University Belfast","keywords":"Extension (predicate logic); Conceptual model; Shelf life; Computer science; Life extension; Food science; Chemistry; Biology; Programming language","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.002950772,0.0009715664,0.0004222983,0.001487077,0.00139493,0.006479355,0.003065561,0.003454252,0.00914793],"category_scores_gemma":[0.00386901,0.0005431735,0.001265635,0.001766413,0.002251454,0.005870529,0.002637289,0.002250404,0.0006747205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008893956,"about_ca_system_score_gemma":0.00801702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02917076,"about_ca_topic_score_gemma":0.02384944,"domain_scores_codex":[0.9982464,0.0009669721,0.00007136662,0.0002299601,0.000209803,0.000275468],"domain_scores_gemma":[0.9972957,0.001596067,0.0003008994,0.00009508739,0.0004033973,0.0003088542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001062527,0.0002896399,0.004129848,0.0002542957,0.00005232981,0.0004284459,0.001689405,0.2154289,0.0008312954,0.7653812,0.001490309,0.009918095],"study_design_scores_gemma":[0.0001741375,0.0005428009,0.003571307,0.0007098177,0.0001451261,0.0002240805,0.007311725,0.6284432,0.0008803115,0.3163725,0.04149359,0.000131326],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2567951,0.002165004,0.4906597,0.01445698,0.0002347134,0.001711285,0.002095554,0.0002675669,0.2316141],"genre_scores_gemma":[0.8810695,0.001331308,0.106958,0.0005734469,0.00004149155,0.001176487,0.0005864996,0.00004251659,0.008220819],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02917076,"threshold_uncertainty_score":0.06453043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1071983094487738,"score_gpt":0.403256171114985,"score_spread":0.2960578616662112,"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."}}