{"id":"W2949612711","doi":"10.2139/ssrn.3075951","title":"Dynamic Volunteer Staffing in Multicrop Gleaning Operations","year":2017,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Food Waste Reduction and Sustainability","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Staffing; Volunteer; Business; Operations management; Engineering; Management; Economics; Biology","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":[0.0009007188,0.00008787507,0.000107435,0.00001636537,0.0009646731,0.0002482,0.0003133447,0.00005283152,0.00004814451],"category_scores_gemma":[0.0002084518,0.00003672832,0.0000683429,0.00007186271,0.00005432877,0.0003162833,0.00005184407,0.0008366511,0.000007324921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000595032,"about_ca_system_score_gemma":0.0002003424,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008563439,"about_ca_topic_score_gemma":0.05054557,"domain_scores_codex":[0.9984108,0.00006387829,0.0001852159,0.0001599933,0.000120994,0.001059079],"domain_scores_gemma":[0.9997085,0.00002082061,0.00006817658,0.00007113614,0.00007674272,0.0000545719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00007702677,0.0002793437,0.03298171,0.000005868548,0.00004997729,0.00001243277,0.0005296054,0.001066545,0.04980092,0.01835411,0.00002361872,0.8968189],"study_design_scores_gemma":[0.002028694,0.001580761,0.6766867,0.000103014,0.00003807673,0.0008528125,0.2077219,0.02734409,0.0004653491,0.07559834,0.006489157,0.001091089],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995518,0.0002848917,0.00006679875,0.003594265,0.0001320411,0.00008924575,0.000001410207,0.00001516583,0.0002981423],"genre_scores_gemma":[0.9981253,0.0003471579,0.00004717241,0.00002468152,0.00009904041,0.000002860437,0.00000263899,9.057457e-7,0.001350236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8957278,"threshold_uncertainty_score":0.9667795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009263647886504533,"score_gpt":0.2497449548361696,"score_spread":0.2404813069496651,"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."}}