{"id":"W3199084439","doi":"10.15353/cjo.v83i3.4382","title":"What Should I Spend On Marketing?","year":2021,"lang":"en","type":"article","venue":"Canadian journal of optometry/CJO. Canadian journal of optometry","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Marketing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.004507178,0.0009437015,0.001008177,0.001738447,0.004749627,0.01585355,0.001159803,0.007797182,0.0938751],"category_scores_gemma":[0.02488943,0.0004702147,0.0005202309,0.001653802,0.006361767,0.01642155,0.002812957,0.008926963,0.06347533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006291181,"about_ca_system_score_gemma":0.007113635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0111288,"about_ca_topic_score_gemma":0.01508517,"domain_scores_codex":[0.993765,0.001923526,0.0001856519,0.0005391283,0.002658602,0.0009281056],"domain_scores_gemma":[0.9843341,0.002501743,0.0009555967,0.0007943509,0.003837153,0.007577007],"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":[0.00002330109,0.00007267683,0.000851656,0.0002353865,0.00001657147,0.00008968384,0.0008695549,0.00002153038,0.0001614563,0.00922094,0.8961982,0.09223907],"study_design_scores_gemma":[0.000008286907,0.00003086018,0.00169504,0.0009776952,0.000009849575,0.0002529235,0.002242817,0.00001817878,0.00005762533,0.004972605,0.9897142,0.00001987226],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001162525,0.02492995,0.0007390268,0.8013968,0.01744925,0.00003874237,0.0001109444,0.0002360284,0.1539368],"genre_scores_gemma":[0.04246534,0.05900645,0.002442092,0.5354018,0.02200346,0.0001219481,0.000189262,0.0005195454,0.3378501],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0938751,"threshold_uncertainty_score":0.3140435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03033900534815967,"score_gpt":0.3067601603961498,"score_spread":0.2764211550479901,"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."}}