{"id":"W4401883862","doi":"10.2139/ssrn.4915780","title":"Scalable vs. Productive Technologies *","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Firm Innovation and Growth","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; University of Toronto","funders":"","keywords":"Scalability; Computer science; Operating system","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":[0.002499043,0.0004962835,0.0005613768,0.001563634,0.0007283953,0.005645711,0.000778268,0.002014232,0.04152784],"category_scores_gemma":[0.01417418,0.0002265395,0.0006575653,0.001944799,0.002944706,0.01106194,0.001872109,0.002047216,0.003057215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00120885,"about_ca_system_score_gemma":0.000779713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006267474,"about_ca_topic_score_gemma":0.0008151679,"domain_scores_codex":[0.9983134,0.000444948,0.0001065612,0.0003505343,0.0005050059,0.0002796783],"domain_scores_gemma":[0.9794976,0.01419239,0.002942634,0.001868564,0.0007978503,0.0007010387],"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":[0.0001382116,0.0000690467,0.003354486,0.00042268,0.00004496049,0.00007986491,0.0001951515,0.004330731,0.0008340596,0.9354269,0.003287878,0.05181611],"study_design_scores_gemma":[0.00006001326,0.0002309037,0.006062723,0.0002272855,0.00007673405,0.0002092451,0.0005232035,0.00741453,0.001424018,0.9653602,0.01839115,0.00002004721],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3066486,0.01942115,0.08776142,0.01893131,0.001233073,0.0001734057,0.001819929,0.0003906868,0.5636204],"genre_scores_gemma":[0.9794287,0.00388182,0.003268084,0.000543852,0.0006389506,0.00005699558,0.000162607,0.00006859818,0.01195039],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04152784,"threshold_uncertainty_score":0.1389245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0126455303015343,"score_gpt":0.2122953942593163,"score_spread":0.199649863957782,"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."}}