{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002596553,0.00008742541,0.0001821231,0.0002917254,0.001505086,0.0002842927,0.0002009192,0.00002757237,0.00009499128],"category_scores_gemma":[0.0001101163,0.00008092202,0.00002112294,0.0009749928,0.0004339585,0.000900867,0.0001662584,0.0001508201,1.646476e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001766143,"about_ca_system_score_gemma":0.0001305227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001706234,"about_ca_topic_score_gemma":0.009391696,"domain_scores_codex":[0.9985477,0.0001792353,0.0002962434,0.0001637355,0.0005641885,0.000248859],"domain_scores_gemma":[0.9995249,0.00008399675,0.0002191786,0.00002455838,0.0001183084,0.00002905659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002268353,0.0003398418,0.7394145,0.000313544,0.00003862632,0.00007986701,0.2007675,0.0002044177,0.00005035018,0.03690462,0.001623709,0.02003618],"study_design_scores_gemma":[0.0005546261,0.00005073622,0.8084899,0.00008881422,0.00001302926,0.00001776565,0.153779,0.00002266178,0.000004200534,0.01493075,0.02181803,0.0002305196],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9770558,0.0003589828,0.000002551185,0.0024935,0.0004922483,0.0001315663,0.000001748585,0.000007198264,0.01945643],"genre_scores_gemma":[0.9986981,0.0003109121,0.0001185702,0.0002186983,0.0002723774,0.000006176677,4.993076e-7,0.000003356884,0.0003712992],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06907546,"threshold_uncertainty_score":0.9997948,"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."}}