{"id":"W4408394566","doi":"10.31542/xv31qj46","title":"Analyzing Lexus of Edmonton's Marketing Channels","year":2025,"lang":"en","type":"article","venue":"MacEwan University Student eJournal","topic":"Marketing and Advertising Strategies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Advertising","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0007415822,0.0001854465,0.0001127712,0.007088135,0.0008782194,0.001285444,0.0003048111,0.0001986981,0.01124557],"category_scores_gemma":[0.003153384,0.0001495491,0.0001193253,0.005302031,0.0001922698,0.0006348066,0.0006701774,0.0002185611,0.001422471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002683243,"about_ca_system_score_gemma":0.001864817,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1590025,"about_ca_topic_score_gemma":0.3734854,"domain_scores_codex":[0.9995315,0.00004472859,0.00001660575,0.00004961141,0.0002576922,0.00009985861],"domain_scores_gemma":[0.9964561,0.001265789,0.0004406379,0.0001334246,0.001520533,0.0001834685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002952468,0.0001739345,0.6587057,0.0003325714,0.00004926984,0.001138954,0.01017761,0.001086201,0.006429842,0.007491618,0.0566777,0.2574413],"study_design_scores_gemma":[0.000005432307,0.00002862274,0.9211232,0.0000765465,0.00001418668,0.0001402151,0.006429884,0.001168019,0.001647686,0.0002018594,0.06915102,0.00001328371],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9205416,0.0003109553,0.0005173911,0.0002760485,0.00002075463,0.0001097438,0.01167556,0.0001102332,0.06643762],"genre_scores_gemma":[0.9031741,0.0004985064,0.003124198,0.0001582834,0.00003032938,0.0002202719,0.01362523,0.0001052068,0.07906386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8409975,"threshold_uncertainty_score":0.3161539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007501023616550967,"score_gpt":0.2236225576722102,"score_spread":0.2161215340556592,"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."}}