{"id":"W3184623358","doi":"10.2139/ssrn.3804451","title":"The Uneasy Case of Programmed Obsolescence","year":2020,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Transportation Systems and Infrastructure","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Obsolescence; Law and economics; Business; Economics; Marketing","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":[0.000460435,0.00008794437,0.0001093733,0.00002828201,0.000254167,0.0001330436,0.000196891,0.00003120049,0.00001821641],"category_scores_gemma":[0.00004400206,0.00005540933,0.00008039169,0.0002735583,0.00004224403,0.0003386819,0.00001269356,0.0005813189,0.00001540578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003362324,"about_ca_system_score_gemma":0.0002270492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001568208,"about_ca_topic_score_gemma":0.0008396121,"domain_scores_codex":[0.9987397,0.00000820372,0.000281992,0.00009500361,0.0001586637,0.0007164862],"domain_scores_gemma":[0.9994708,0.00001222802,0.0002818308,0.00007774273,0.0001427539,0.00001469439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001122721,0.00002431191,0.02151898,0.00009212532,0.0001309042,0.0001013796,0.0002227399,0.0001006673,0.0005311645,0.8403294,0.0007309253,0.1361051],"study_design_scores_gemma":[0.004842847,0.0003595493,0.01944402,0.0001654874,0.0003649384,0.004238846,0.04701642,0.00459523,0.0002514158,0.2444281,0.6732283,0.001064873],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9691905,0.003449639,0.01323476,0.009885285,0.0006339973,0.0006285612,0.000002634804,0.0001116838,0.002862983],"genre_scores_gemma":[0.998601,0.0001092028,0.00002502163,0.0003710041,0.0008081216,0.000004235105,0.00000163285,0.00001146144,0.00006837545],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6724974,"threshold_uncertainty_score":0.2525574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008906097929518896,"score_gpt":0.2054177528586074,"score_spread":0.1965116549290885,"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."}}