{"id":"W3209326139","doi":"","title":"Student Demographic Research Insights for Hive Fit Co.","year":2021,"lang":"en","type":"article","venue":"Student Research Proceedings","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"","keywords":"Institution; Presentation (obstetrics); Class (philosophy); Academic institution; Qualitative research; Sociology; Library science; Computer science; Social science; Medicine; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.008363171,0.0002433871,0.0002821505,0.001663757,0.001543119,0.002363098,0.001046864,0.0001175698,0.0003771955],"category_scores_gemma":[0.001696459,0.0002303155,0.0001445187,0.003149783,0.0002548764,0.001121125,0.001340765,0.0007454529,0.0003694176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00017867,"about_ca_system_score_gemma":0.0001338571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001193858,"about_ca_topic_score_gemma":0.0001051747,"domain_scores_codex":[0.9944517,0.00006288064,0.0004253943,0.0009351388,0.002880736,0.001244168],"domain_scores_gemma":[0.9935777,0.00045586,0.0001316652,0.0003129486,0.005457202,0.00006467476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001469863,0.001285326,0.1340449,0.001579787,0.0001946748,0.00002274104,0.002369651,0.000001068546,0.00261067,0.2061428,0.6486985,0.002902888],"study_design_scores_gemma":[0.001130614,0.00008556307,0.1192922,0.0002305418,0.00004189929,0.000001143362,0.02672445,0.0001384136,0.0004156018,0.01785384,0.8337307,0.000355068],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7577661,0.0003543258,0.00001628191,0.004326807,0.0004179393,0.002103313,0.000001544609,0.0001526301,0.234861],"genre_scores_gemma":[0.9732825,0.0002425972,0.0001826833,0.0004687243,0.003053836,0.001397145,0.00006473844,0.00006594016,0.02124188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2155163,"threshold_uncertainty_score":0.9997568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.208508958870035,"score_gpt":0.4699335117781407,"score_spread":0.2614245529081057,"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."}}