{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001111699,0.0001186773,0.0001142766,0.0003274584,0.0004588833,0.0003056699,0.0001000065,0.00003310685,0.00004866711],"category_scores_gemma":[0.00004858474,0.000100945,0.00003326456,0.000981995,0.00002799361,0.0008979259,0.00004276213,0.0005012868,0.00015358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001035888,"about_ca_system_score_gemma":0.0001383951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004852332,"about_ca_topic_score_gemma":0.00007453099,"domain_scores_codex":[0.9986232,0.00001118284,0.0001747289,0.0001780319,0.0001550658,0.0008577805],"domain_scores_gemma":[0.9995959,0.00001012666,0.0001122222,0.00007366933,0.0001984791,0.000009600086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006550488,0.0000232917,0.003023534,0.00003229487,0.00004242272,0.000002581691,0.00007150508,0.00008127144,0.004536137,0.9739649,0.0006065946,0.01754993],"study_design_scores_gemma":[0.001881128,0.0001145508,0.06877928,0.0002121023,0.00008281121,0.0003254873,0.005145663,0.002422253,0.0002618544,0.8706117,0.04943728,0.0007258998],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9783595,0.0002960187,0.003192458,0.01371554,0.0002810495,0.0001733149,9.139895e-7,0.0001580535,0.003823129],"genre_scores_gemma":[0.9967993,0.0001863574,0.0000301263,0.0008022619,0.001350879,0.000008290047,0.0000502181,0.00001899517,0.0007535413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1033532,"threshold_uncertainty_score":0.4116417,"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."}}