{"id":"W4386014941","doi":"10.2139/ssrn.4544514","title":"To Each Their Own: Personalized Product Positioning and Competition","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Business Strategy and Innovation","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Competition (biology); Product (mathematics); Business; Computer science; Telecommunications; Advertising; Internet privacy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0008358657,0.0001839283,0.0003521887,0.000880798,0.001049083,0.005592314,0.0004137117,0.001637883,0.01465564],"category_scores_gemma":[0.005111144,0.0003273417,0.000275407,0.001231805,0.000982452,0.005624403,0.001423996,0.001068813,0.00328805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006217145,"about_ca_system_score_gemma":0.000482149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002422035,"about_ca_topic_score_gemma":0.006232868,"domain_scores_codex":[0.999326,0.0001908741,0.00001793987,0.0001458844,0.0002294458,0.00008986374],"domain_scores_gemma":[0.9982184,0.000812945,0.0002447575,0.0002605721,0.0002104228,0.0002529731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001162538,0.0005796212,0.08811756,0.0002154597,0.0002515217,0.0009713557,0.009644337,0.007924236,0.01072874,0.1563709,0.03279002,0.6912437],"study_design_scores_gemma":[0.0001579764,0.001680784,0.3622833,0.0002242047,0.0006095986,0.002627608,0.0296333,0.05792379,0.006177106,0.3525579,0.1856644,0.0004600165],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.677186,0.001850805,0.0167954,0.006618651,0.0003139826,0.00003580279,0.0001933591,0.0003211896,0.2966849],"genre_scores_gemma":[0.9827676,0.0003054189,0.002474546,0.000451942,0.0000579678,0.000008280717,0.00004933867,0.00005322408,0.01383155],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01465564,"threshold_uncertainty_score":0.04902804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01442158569821889,"score_gpt":0.2255089319863105,"score_spread":0.2110873462880916,"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."}}