{"id":"W7071447567","doi":"","title":"Three Essays on The Interface of Sales and Operations Management","year":2021,"lang":"en","type":"article","venue":"Scholars Commons (Wilfrid Laurier University)","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Supply chain; Exploit; Profit (economics); Supply chain management; Channel (broadcasting); Flow network; Maximization; Profit maximization; Attractiveness; Service quality; Process (computing)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001405508,0.00009480018,0.00008509355,0.00006246204,0.0002049984,0.00003946439,0.0002525664,0.00005857768,0.00003280164],"category_scores_gemma":[0.00005980963,0.00008317462,0.00004528837,0.0001700258,0.0001184861,0.00001112577,0.0004118947,0.0001843092,0.000007918929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001144231,"about_ca_system_score_gemma":0.00003293506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006980675,"about_ca_topic_score_gemma":0.0003444538,"domain_scores_codex":[0.9994637,0.00008398849,0.00009847984,0.000149559,0.00009632231,0.0001079186],"domain_scores_gemma":[0.9993841,0.00002528464,0.00003836018,0.0004381623,0.0000724766,0.00004160849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003834622,0.0006073707,0.07070319,0.0002693056,0.001474829,0.0001467603,0.001056047,0.008422188,0.07486136,0.8102246,0.02240527,0.009445599],"study_design_scores_gemma":[0.002079516,0.0005000492,0.02256567,0.0002081774,0.0002430853,0.00004960324,0.004385275,0.002470431,0.1024325,0.0008523836,0.8635145,0.0006987379],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9421268,0.0002205405,0.00631682,0.001475626,0.00006658005,0.0001464037,0.00003672917,0.00001343613,0.04959711],"genre_scores_gemma":[0.9933934,0.0001482002,0.003461034,0.0001816412,0.00001360711,7.595389e-7,0.00005274776,0.000009467865,0.002739127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8411093,"threshold_uncertainty_score":0.3391763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009617067950331997,"score_gpt":0.2367739197408827,"score_spread":0.2271568517905507,"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."}}