{"id":"W3094494370","doi":"10.1111/poms.13287","title":"Food Aid Modality Selection Problem","year":2020,"lang":"en","type":"article","venue":"Production and Operations Management","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal; Simon Fraser University","funders":"","keywords":"Commodity; Modalities; Voucher; Modality (human–computer interaction); Consumption (sociology); Population; Computer science; Cash; Business; Marketing; Environmental economics; Economics; Finance","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":[],"consensus_categories":[],"category_scores_codex":[0.00008799443,0.00008842086,0.00007550015,0.00006437278,0.0003597318,0.0001581818,0.00004844291,0.00002160614,0.00005563745],"category_scores_gemma":[0.00001602327,0.00008648101,0.00002253099,0.0002720438,0.00002237125,0.0003284616,0.00003743574,0.00007774858,0.00002757621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002856916,"about_ca_system_score_gemma":0.000002251528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001073106,"about_ca_topic_score_gemma":0.00004060045,"domain_scores_codex":[0.9992446,0.00004438318,0.0001619776,0.0003287139,0.0001138193,0.0001065449],"domain_scores_gemma":[0.9997706,0.000001632828,0.00001909512,0.00008752996,0.00005683426,0.00006429692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003910807,0.004335352,0.0540315,0.005411158,0.001076599,0.000006967138,0.03560562,0.05530443,0.01568919,0.1636239,0.3894134,0.2715911],"study_design_scores_gemma":[0.004627108,0.002095718,0.03770774,0.0001623932,0.0003338036,0.00004936768,0.001379288,0.04363122,0.0722441,0.006849779,0.8295931,0.001326398],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4237229,0.0002153006,0.01063937,0.5547096,0.001359058,0.002616822,0.00001260409,0.0006839322,0.006040365],"genre_scores_gemma":[0.9921842,0.00005747751,0.004522213,0.002328462,0.0003979909,0.00007000701,0.00002881278,0.00001058794,0.0004003085],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5684612,"threshold_uncertainty_score":0.3526593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02373073674382915,"score_gpt":0.2542553003445032,"score_spread":0.2305245636006741,"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."}}