{"id":"W3121958327","doi":"","title":"Product Variety and Firm Survival in the Microcomputer Software Industry","year":2015,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Firm Innovation and Growth","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Scope (computer science); Variety (cybernetics); Economies of scope; Product (mathematics); Industrial organization; New product development; Business; Software; Consumption (sociology); Product proliferation; Product management; Computer science; Marketing; Economies of scale","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":[0.003263968,0.00009528243,0.0001577305,0.0001264888,0.00008070914,0.00009895589,0.0002211902,0.00009484332,0.0000155863],"category_scores_gemma":[0.00008482115,0.00007962898,0.00003233098,0.0003111948,0.0000329473,0.000182018,0.00003319605,0.001896369,0.00003700209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002452174,"about_ca_system_score_gemma":0.0003204615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009502281,"about_ca_topic_score_gemma":0.0001587355,"domain_scores_codex":[0.998659,0.00003131983,0.0003286093,0.0001837375,0.00004745844,0.0007498789],"domain_scores_gemma":[0.9996085,0.00002322558,0.0001535056,0.0001315108,0.00004248166,0.0000408039],"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":[0.00001860243,0.00007267315,0.3626668,0.000004924133,0.00004010312,0.000003257259,0.0008615638,0.0000161383,0.000002030989,0.6275766,0.001867199,0.00687007],"study_design_scores_gemma":[0.001485697,0.0001699547,0.120007,0.000008319867,0.000003639022,0.0004086357,0.001119477,0.0001074086,0.00000714816,0.801495,0.07493718,0.0002505092],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9722524,0.006196207,0.008866004,0.009309073,0.0004270609,0.0001841904,0.000008803235,0.0000204936,0.002735782],"genre_scores_gemma":[0.9978479,0.0002336608,0.0003667764,0.0006395263,0.0003193299,0.000003681918,0.000003436077,0.00001153262,0.0005741247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2426598,"threshold_uncertainty_score":0.8238884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03167178782580889,"score_gpt":0.2239178877989856,"score_spread":0.1922460999731767,"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."}}