{"id":"W4313821190","doi":"10.55047/jhssb.v1i4.321","title":"DEMAND MANAGEMENT AND PRODUCTION CAPACITY IN SERVICE SECTOR MSMEs IN BATAM CITY","year":2022,"lang":"en","type":"article","venue":"JOURNAL OF HUMANITIES SOCIAL SCIENCES AND BUSINESS (JHSSB)","topic":"SMEs Development and Digital Marketing","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Business; Service (business); Production (economics); On demand; Marketing; Advertising; Operations management; Commerce; Economics; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005550893,0.0001918913,0.000206224,0.0008523043,0.001479187,0.001712861,0.0005217335,0.0005549994,0.00794438],"category_scores_gemma":[0.001255369,0.0002626918,0.0001808816,0.001546135,0.000581608,0.001179132,0.001347299,0.0005148179,0.0008301246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002102188,"about_ca_system_score_gemma":0.001349504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01724402,"about_ca_topic_score_gemma":0.03029091,"domain_scores_codex":[0.9994915,0.0001234168,0.00003086068,0.00005744491,0.0001093331,0.0001874861],"domain_scores_gemma":[0.9990867,0.0002194805,0.000210374,0.00003310764,0.000160049,0.0002902464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003236521,0.0006656051,0.796002,0.0002944425,0.00004204411,0.005557283,0.1392469,0.001354686,0.005284841,0.005148386,0.004261317,0.04181868],"study_design_scores_gemma":[0.00001071071,0.0002289936,0.4872825,0.00008857575,0.0000127231,0.0007611995,0.4906261,0.003029415,0.0006459421,0.0006135431,0.01664964,0.0000507618],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969465,0.00005820485,0.00006326132,0.0003066175,0.000003862083,0.00001001165,0.00006669389,0.000003384286,0.002541654],"genre_scores_gemma":[0.9977247,0.00009065492,0.00008777087,0.00003924432,0.000002667679,0.00001233111,0.00006843665,0.000002883734,0.001971355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01724402,"threshold_uncertainty_score":0.03428727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1052259038269219,"score_gpt":0.2758354805954807,"score_spread":0.1706095767685588,"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."}}