{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002013149,0.0001988704,0.0001356902,0.0004947053,0.001645335,0.001134453,0.0009450598,0.0005895402,0.01028613],"category_scores_gemma":[0.00414195,0.0001634844,0.0001593981,0.0004626565,0.0004757173,0.001042265,0.001937164,0.0005348437,0.0007540797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001712791,"about_ca_system_score_gemma":0.003519239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005924042,"about_ca_topic_score_gemma":0.01958072,"domain_scores_codex":[0.9986359,0.0004631785,0.0000291961,0.0001196383,0.00008950116,0.0006625298],"domain_scores_gemma":[0.9954435,0.001093385,0.0003929695,0.0002119677,0.0002376895,0.002620505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.005869405,0.006185709,0.1880288,0.0004243123,0.00008296803,0.001897496,0.01526591,0.05038077,0.007773411,0.01236751,0.02253651,0.6891872],"study_design_scores_gemma":[0.0007020141,0.009361157,0.535324,0.000678511,0.0001339497,0.001024687,0.1729134,0.1644936,0.003565475,0.03647543,0.07508196,0.0002456814],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853357,0.00007209556,0.002509266,0.0008059699,0.00005327331,0.0001276505,0.00006090481,0.00004727475,0.01098779],"genre_scores_gemma":[0.9962407,0.00002198562,0.001213007,0.00003494256,0.00001330303,0.00004646249,0.0000322289,0.000007153769,0.002390218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01028613,"threshold_uncertainty_score":0.03441054,"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."}}