{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002375588,0.0002933972,0.0003093574,0.003606746,0.003729558,0.002304676,0.0004191709,0.0005265004,0.07236633],"category_scores_gemma":[0.009642647,0.0001971551,0.0001971893,0.002883231,0.0003139991,0.002185449,0.001906984,0.00129683,0.01132846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002199055,"about_ca_system_score_gemma":0.004014934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02773538,"about_ca_topic_score_gemma":0.07566881,"domain_scores_codex":[0.9990722,0.0002891699,0.00004634407,0.00006187827,0.0002986814,0.0002317347],"domain_scores_gemma":[0.9927824,0.001568833,0.0002612616,0.0002742632,0.003563064,0.001550145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001232013,0.001123609,0.2175729,0.0001447252,0.000009661002,0.0003746426,0.04998351,0.0001072679,0.0005531876,0.008577736,0.4335848,0.2878447],"study_design_scores_gemma":[0.00001660082,0.0003469933,0.3330637,0.0003182872,0.00001731941,0.0003431846,0.2181756,0.0004403889,0.0006410133,0.001705295,0.4448738,0.00005770044],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5725681,0.0016396,0.00424303,0.05791621,0.0014901,0.001150977,0.03070338,0.0004566094,0.329832],"genre_scores_gemma":[0.5327654,0.001798226,0.004401701,0.004590246,0.0003553903,0.001977981,0.01014194,0.0003294472,0.4436397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07236633,"threshold_uncertainty_score":0.2420895,"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."}}